{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Deep Learning Models -- A collection of various deep learning architectures, models, and tips for TensorFlow and PyTorch in Jupyter Notebooks.\n",
    "- Author: Sebastian Raschka\n",
    "- GitHub Repository: https://github.com/rasbt/deeplearning-models"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Sebastian Raschka \n",
      "\n",
      "CPython 3.7.1\n",
      "IPython 7.4.0\n",
      "\n",
      "torch 1.1.0\n"
     ]
    }
   ],
   "source": [
    "%load_ext watermark\n",
    "%watermark -a 'Sebastian Raschka' -v -p torch"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Dating Historical Color Images -- Using PyTorch Dataset Loading Utilities for Custom Datasets"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "This notebook provides an example for how to load an image dataset, stored as individual PNG/JPG files, using PyTorch's data loading utilities. For a more in-depth discussion, please see the official\n",
    "\n",
    "- [Data Loading and Processing Tutorial](http://pytorch.org/tutorials/beginner/data_loading_tutorial.html)\n",
    "- [torch.utils.data](http://pytorch.org/docs/master/data.html) API documentation\n",
    "\n",
    "In this example, we are using the cropped version of the **Dating Historical Color Images** dataset [1], which is available at http://graphics.cs.cmu.edu/projects/historicalColor/. \n",
    "\n",
    "To execute the following examples, you need to download the 2 \".mat\" files \n",
    "\n",
    "- [train_32x32.mat](http://ufldl.stanford.edu/housenumbers/train_32x32.mat) (ca. 182 Mb, 73,257 images)\n",
    "- [test_32x32.mat](http://ufldl.stanford.edu/housenumbers/test_32x32.mat) (ca. 65 Mb, 26,032 images)\n",
    "\n",
    "## Dataset Info\n",
    "\n",
    "The historical color image dataset is a rather small dataset depicting color images depicted from different decades. There are 5 classes in this dataset (1930, 1940, 1950, 1960, and 1970) referring to the decade a given picture was taken in. Each class consists of 256 images.\n",
    "\n",
    "## References\n",
    "\n",
    "- [1] Palermo, F., Hays, J., Efros, A.A.: Dating Historical Color Images. In: Fitzgibbon, A., Lazebnik, S., Sato, Y., Schmid, C. (eds.) ECCV 2012, Part VI. LNCS, vol. 7577, pp. 499-512. Springer, Heidelberg (2012)\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Imports"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "import os\n",
    "\n",
    "import torch\n",
    "from torch.utils.data import Dataset\n",
    "from torch.utils.data import DataLoader\n",
    "from torchvision import transforms\n",
    "\n",
    "import matplotlib.pyplot as plt\n",
    "from PIL import Image\n",
    "import scipy.io as sio\n",
    "import imageio"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Downloading and Extracting the Dataset"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The following bash commands (executed in this Jupyter notebook) will download and extract the dataset."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "  % Total    % Received % Xferd  Average Speed   Time    Time     Time  Current\n",
      "                                 Dload  Upload   Total   Spent    Left  Speed\n",
      "100  211M  100  211M    0     0  10.0M      0  0:00:20  0:00:20 --:--:-- 9454k\n"
     ]
    }
   ],
   "source": [
    "!curl http://graphics.cs.cmu.edu/projects/historicalColor/HistoricalColor-ECCV2012-DecadeDatabase.tar > HistoricalColor-ECCV2012-DecadeDatabase.tar"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "!tar -xf  HistoricalColor-ECCV2012-DecadeDatabase.tar"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Investigating the Dataset"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "After extracting the dataset, we find that it is structured as follows. \n",
    "        \n",
    "```        \n",
    "HistoricalColor-ECCV2012\n",
    "|_ data\n",
    "       |_ img\n",
    "              |_ decade_database\n",
    "                    |_   1930s\n",
    "                    |_   1940s\n",
    "                    |_   1950s\n",
    "                    |_   1960s\n",
    "                    |_   1970s\n",
    "```\n",
    "\n",
    "Each folder `19??s` contains 256 images in `.jpg` format."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Note that the images in this database do not share the same resolution. Let's collect the individual image resolutions for further investigation."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of jpgs: 1325\n"
     ]
    }
   ],
   "source": [
    "from pathlib import Path\n",
    "\n",
    "all_jpg_paths = [filename for filename\n",
    "                 in Path('HistoricalColor-ECCV2012').glob('**/**/*.jpg')]\n",
    "print(f'Number of jpgs: {len(all_jpg_paths)}')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Let's have a look at a few example files:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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3yxn3AefRG7MYmc7DwwMxz2ya2XXinDIvHz7xqM5XpwVQzBqHV4pX6nFwrNcRletAJj6WA1TZy07tjVNIPEjk8c0dqxemLARrlPMdH647XZT/+0/+lM0daRvfvX3LP//5L4nJefnFz5AceQ2J7756g4ZhBC1nfv7yhL59RNxw7yMv5Ir1iltD7Vc3AL+uHADu/g+Bf/ivc634SBSdUiC506wgYkQZOHnOEXcIktmPAymVKUW2WojTQjkKJzW6GzJHQnfmAOVoCMI5BiZXSgdTyBJJZgQV3OBTP3inM27G2isaEztGd0jdEQJVjLsgHA0OKiYjpE5BKe4EVaR2JgnASAgVYNKIqEAL5BQwM5aQMBV2jEUcU6N3YxGleicvE2U7CDqiAzUjK7gouwi+b0iOuERCHwYsqBKCYs1wM06SubCSToFJBemB2CqHNR6nE6E798vE634wa8I1sR0rLQZauCVGbWDdExGpDauV5+TEGJncCSFQvdF7w5ujUYhzgGacVJlNuATFU6CUgzlNJCK409w5vOE5sm+FfFo4AshLYT5FXq1Bu0VmKZA90OtOE6P3gMRA6QVQQo54b6gE1mPcq9XGixS0Om4RjYFFje16EO/v2LdjJGNVQY2sC+7OkYX9evDOZmTKXPZxXc6ZVZytG+egtNboQeiAduekQu+d9TiIcQJT5mnh9VJG/iFMfKo70mF5haiJEhrNDJsWvO3srWOl08V4bZWpZ+LRier0HBAy5x74SKH3xjkkQghcO1wdUu/Y65U+ZS7l4NspEFXxUoii5CpEnYCGHo57x+fIU1CW6YxW2BSeSuFxOVPWg3DK5JCwujEF+NoTmxtbK0whU9TosdO6cHf/yPV6JZqQUuDVdhbOPO0belK0G610lvszfik0ApdSCG6YBlJvhOqcppkWldIuROvM92fmUmmvV17OC6+XzrEXVOBeA7PD2hs1wl4bncZT2ck58jpnnij8ZHUkR74/rnw7n6EOSO98wPXh7cilXC6sx87jd9/x+svv+env/C6mnwivL+zq/KwZPznfEapg98Kkznci/OkvPvLNV2/o60fifObbd29RFR7Cid96fOB4/8S/d/8OefvAL375c45r5d/57d/maAepGt+kyKe281su/OOXK3/4e7/L08dPbPdvkHPjXEay/YMaWWewgjXHPfzK5/RvRCWwiyC1s356YkoD9yaNxGzUgf+6wGW9ktJY9MH9R296ygnNiaZKFCGr0hRQwQx6vzFTVInV8Nop0litIhqxeWKtx4gyUqb2Pja42/B2rdPMSBLwFBFVQgg/Rg3Y8NxVR8QwsGUhaQDvaHeCDEza3fHWMYTuw3PtEY7ekDAMxLoPz9x7J035BlEJrbXBMlJBzEk+ksZLUqI3wl7IN3ZFo/M4zcwYfhwEh6zCfUwkd5IZ2od+aY26b2DDkA02kiAmeFCKDbQxT8vwqs0Ge8LAfeCsSQMp3vwJ70wiA3phzO15TuAFGJEEYeDvrRkxRjQIpgzM1QwPTlQBr+To5O5khFOeUFWKdySA1UYrHQuB3YUQZzCjdYc8k1JgioGUEsKInBQh4eSYOI4KHcy4baoRQR69s64rU86cpkzvFVOlaBw48uecD8J137EYEReWOLx9E2P3hialHAe9d07zgtmAkWqttFKptbK+XIgaKN3wKbO6ofOE5sRyd+J8t2Ci+G1uJnHOaWIvldLG2uwmpDiN9RoDvkw8HyvunRgGXBlDoPdK9U7Igbspow7dG+t6wcxoVomiRJS8ZAxnv1yRkCil0fc2nLKg9FpY5pnaO2IOtfHmdEdMygGQMltthDTRWyWfFqbTGXpjqztHGJDNkiK5dWKM1DDYXq/PL+S0sLfGp0+fyDmOPFEbC28iIHunNeMojfzmgbU15pyoVugGSQMvL8+YwXQ+kabMHAchYs6B3gtdhG0vrAa1O4/393z//S94Eya2Dy90UR6+eoffIN/y9AreYN3xvaCqvPvpd5QY+PYnP+XtvFAdXteVn/ad4/rCaQlkbzz9yZ8QAJkzbo390wuugeePHzhtr1iaePj6G3745feU/cAvL+jLCxojXQJ3KUE/yFMi5kT/TNv6FeQ3wgAgzhzh/uGB63GQqzMVIZDotTBJwEsbh4wVSE6zjvSOUDErlGNjSYqXRrPOUQoelHOciGSuvbC1QgiRq3euJjQiP/fGVgrXFNiy8rJvuEOWwEki5ophiBoX7xxqpAKpOU7/Ef5o0mkYHeFwZ+uD6UMKNAWLOg79DjuNwwaPqUsgHkLMma031MdhVcRZrbO1zt4MD4E6Z0J3nGH5ow14a3LhTiJvUuZBAiodi0ZunaXnoaspEEQRnO6Nok71sflignmKLHliMuEBId8S18kAMT5J54ohDYRET5EehZMJU+9EAd3HwVvCoOttavRycA6CHzt4p2rHVeilQ+uoOd6dcBTmrfEcOpdgcDSq3WiqOLsX4jzxgJOnMAxuueVhUsA6HKWxifNSGj1EjktjJdBE2F5WnraKBKU8X5jiQqORckZlomCUJIS1cwqRes74NJOs0eo2GEtHJdtg5pTWBlPMlCPN/HwvNI+YRC4YLSeKGNdtJeeABaNtlYeYOMorXY0YZyaNnKZE7535PLOXHXMlVUFfLmhyvrfGtXXcjWeuTGGiHYWvTmdC7zzEyL04T+uVNQXadYP1gDagsB4CHVilYjnQTLnUfThJzbiTzrIs1KzErszHSLiXVqF1UuikOmDY6zKzd8E80E05zEHDYKNdN6gHZm1QLJuDOjkaKc6Uarx/ufK0VqZporx8JFjkWp2H+YRZ4yoHe9/59uGMtEI/Cnd3Z34oO305MR/GI4nUK+8eTlgKlBiJZtypEqzzk/t3nD0gh/Fb05m/Op35xesPND94p4GYEtVhySdeA+QkfGOVrIG9dOa8ML/7mjknYtn4+Xola+D3UsRS4J/bxrfLQnLh074hcjDZwW6NK4O4cHf/hvX5A/ta+RCUn9ednywnvhLlzeM95fLCN3cLe10J776mxUf+2I1/fvnI9HjPRzOWaeavff01e6tsKRFeL+RykEshtMqU7M89Uv915TfCAASESWGKcJcij/NExLF2MEdhtkF5XHTg/uKMLL/cOMYeWOLM9XXlYo21FEQC7iNJt5vREGoUXlTYQhq4eL+FnpoGp7dVppSxqGxq7AJVGREJcADNjBBGUrjjVEY4DGNczQ2CkiWxl0IvdXDNnZFw1OGZRAfxQXFMGhAfXmgIYdQzmI1oJECMkVFEYDTpiARSyMNrto72RmbAEtU6Zw2cm+DdiDEwpUw0I4nizYhBmWNCXCmlsIRE1EE33a2BBLzb8P580FOzCt4b3YzeRyIbbgvIRp1G+LyadEQrczMkK43hwZ9k4OH0xqSCoVhUNOr4WfgxYkgS6d0JeaJ1oarSVLjWSuudOU3MaRzcVzuIfsvL5Bsscr0iPphNzYw0J6YkRBv63G7RT++dlVG3oaqQBLFOLsYpxlE3ESKlFN7en6mXjZQS8Vbz0GiEUjmZUr1xKTtTSByv1+GlurKWYexFhForGMScBjvLla00VCP1aCQXHvLQ0WlZ2J5fmUw5iTK58hBPqAQsBj68fsLEaMdOUiFPC+aCJMVaw8pOx7nsO94auQ8qc+iVu2lmLQcyJ2pzYo/U3vCozPMJNNIM3GQ4JKWMZ/WDlCJqTooKn6PXW56s7JUpzdTSCIQf133xzuvrK9+dT0QcnyJpnlDrzPPEpVa27eCrMPM2zpT1yhQgCPTamJoy98ClF9ba6VF5Xl+4T8qZxsunJ9ItemxlRSeBJfLh9ZXnfWWaFtbrzt7had1IZtwpBGsjj1Ub6bbPrRrv140fXj7xdVLepcTzdh3UV2mcdObn1wvpFPnJ45lZArNE7mLglBK/fTrB80fCt7/NMiVUErMrb9++ZW3wThL3BC4q1Nppry/UrPSnT9xp4rtl5qfnmR4n3u87f+Wbr6hPH6iunKeZd9PCXDvzr37+//pyAP8mog6TCKk7iypdQb3zuMycXG48dZCcRrKqGywnWi9EF3rtXKQznxeiGaaO1E7IiVdpWHcWD4gGrkcZOPySx8bsQusHc5jIIfBSDjTPqCshCZdWeIiB1DqqgSLGByqjOMixqMg0YW7D6ISRhHWDJk6IAbOGt86cFpo7iYD5SNoSlKNXQDluCVP3Trhx8pNDCuCtcBczTRkU1NqIMJ4VA907uzsaIKmyNKdHcCr3QcGMS6s4Skbo20rOC6gQumPWOeVMVmHvjrqSuiJRMTHemA7DFAOYc/JA8IAFmFIaBisIS6uDTZInjr5zHzISAquAd2dfX5jzBBrAjBwj0eAFH/DeXgmaQCHeuOYqidYOkIbNGemOH4VX/ZyQVy5t4/7ujJdGFCWdTqjCqRtVlcMbJ4TntZDu77i2QmyJYMbb6Dw1HwnuKeEe6NedtR8UUZJEptM9r9eN+XzH9dgH5XSaab1zSkrvnZwzWTPijWnJ9KNztywgI6kazIg5D1jtqNzlmdYq+f6EXTfmkGgp89wO5nlhtw5h4mTCtQ9aJsVpuhNcCHd3IIIfhe1WYHdKEfxgvj8Ta6MdlbMETvMEzbiUHZki/aicU+KyrhAGrJYwmjvrYSwNkgqHC5MkYjaMjpXCm/t7Vgu0VkjNCRIxa8QYCNNCx5lzGHUVMbMXox4vfPN4x8/ff8/D4wMzgSuREozHKfDh2EkpIGUYUcsTpQvTsrD1xlmU2AsyJT4dlVkTd+cHrtvOh8uVt4/fcHl9YbrLlL0Slon36yfu7xYWiVSHbgcTBhqY5sx6XZkksV5e2ZZ77iksOPPpnlgqerdwrY3Jjbuo7Dg/0UjsjV8+PnKsV94tJ95vO7UVfuek2HHw1IWUZ+yy8m1wfvbpE98+PvCz6zPz4z3l9cI0ZV7M+OruDi0b1/WJ3/v6O/639098B8S68qet8PbtV/ziF3/K7759Q153tlrZJsNyRvOvfnz/RkQAwDg8BbZy0GpHk0Iv5NbprRKC4MfBbJ2ggnodBS1TZJoTVTqtFR5UR2I0ph8rbvO8EHJGHO5T5E2eCSIYQgmgc6aY0UPA54mtdzBw6ze2S6CVPrxidw53LIx79+bDc+4HVcbh393wpMSbB0kEiSNJ+CMzwZyQFAlKjHlUouZImDIeIhoCap3odvPkB+Z850IIoxo5SSCHQUFsQcjzgBK2crDryJskgd5Hwdq8nOgx0oA0TzcWsQ7MXUBqxS870kfuIzhkcyJOt0bEqUcB83FNHeB5Kzu9VjBjSZlZAt3gyAqloaVSoyJT5uHhAVKgWOeUE7YflHXn6JVeOocPRkzzhuLM8caaEiHHxGW7IkdBxditMIfEY1hwFQ4fScbPBXa1GaEIvTu7GdfLBueFT9tKlMSndef+tLCshYZwVKOulVocOc/UACFNXNeddd0pvdJ0RI1VnN77SOZilOCslwtinWaVo9fhHPjIU3Q31JwpBooPemuOiiZlvX7klANeC5XGEZTDjNI6liMbHZkyq3XKPHD8sybKZaMDXRRVBvZ+XXk7ndgur3QJZA3cx4lmhs6ZMCUsZeK8EHEeT2cizmbboCyLcF4mhE6OSsojFye1o67kuzv2y8r75xckRWwvSHFSnNApjcLIW0TS685x7LxcnrnLM6UU/P7M1jvy9MpCwFPi5flCihCjYlNEH+5gXmgoeznwFHhfVw5p3BO5mzOnGLl+euYqCX/7jlIq99NEPRoxZoIp9/Md6SgsW6UfO1MU3kRFy87T0biY8rJuPNzd8/4oIEqg8/r6zMkK0RsvcWIj8s18zz0Tswll/0QqHbt0rAhdnfk0cf3wxLIsvMfZT3fM64XZ4e6UeFajxECkDcPSKtOxo9a4f/PA25hZe0eWzF4LIQT+6Le+Jl+vWFq4dudUDmYN/HK94HcTq/zqIcCvpRncv6n8jb/1t/3v/y//M2U/eHs642acc8S9YRKo7WDSTDsaJYYfWyc0b0wyCqhMG8mde0lsdYTcmged1FonTYlWx8bZaoUcsN6JHrlKZZE42A0C2SLBfVRYhoT0hoTBK37unTcxs9HZemWSQJLRbiDYSG66O8Gh+0gmn/I0aK1iSEh47RjGEYRIRLyxmhOemqIcAAAgAElEQVTcuJsSVxP21jmPPhBUjIxw1oxZRRnQhaQB8+itZcPn8vpNYDfjzkY9xK5hJIb7DiljB2QRcna6GQEozTFNuA94Z5knSivMt9YYvRspjsNnChFCZrNKas6UM0/blftpppU6Dvi1c0rCiw5j0rtzrZXzckK7sKnRcJIoxy3Jf7WK9kCWxKf9ynRacB9GlhR+bHcxWoPEYXxbxePwwE9pornRbLRP8G7sR2U5TRyXlTQvA87zTgyZHhTrY91szZhPCy9Pr+Sot0LDSHCjtUqxcdCep4wiHMVo0zCOp0MgJl7qzhQTKv1mQEdUpzlxuVxI00wtnSlEQk6UshNjZm2VWCuSRtUxrY9ku0CtFSUiDppHwvnx4czaOncuUBq2BJp1cljYrhtJfRRpAZIj0htLzJQbkUAcTEeBn/Ybe45M0uHcbEdhVqXLjTZb9kGRzieObUfbyvLNd7x8eM+b6Y4V5dI3gjdSmEc0pIEgkddyMOeFS72iGphlxqyx7hfuH99w3QsHxn1z1taxpITmnKfMD+uFNs0kDdh1ZZ5n8nlhv640G0Vo59PCum88nu859h3JM6+lDKg1CJ96J8fE1BseAq0aj8vC5XrFU0JEeN128pJ5ff/EuzdfcdmveAjEoLxuK+nuzNGctm2c04RPyrTLSJKr0E15uTwTpHOWiV8elV2dqcOHYvzk23ve//CBxzyjVrmGGSHwzRx5//ETqyrNC+4T8TxzAookyseP/FF2/s4f/C4qnZ+eAmrw4XD+ycvGP/iT9/wPf+ev/a/u/h/8Rc/e34gIwHHcAjFPFO9UHwyKi3VW6zSHvXWOz71LDDY69dYegtbpLhxtFKwYTrcCvY9EHc7kTtbRTWgOQjYj4oNmpoHJ4TEm3gblPgh3KpwI9DLyAunWW+QxZrJAckdCRMKNv282MPjeAAaEFAZdcfQRMVoIrG1URMY8YQJGZ5JIzhMpJbQZtRckKNlGoVrsg7paauXwjroQY7pVnjYu9WCXdusZ039MyqWQKNZoGNU7MWbKXpAcMHX6UWnVoI/8QLpRP7sbexsedGcU6pkL5dYmwUPk2gtqg09THLqOZKDd+q7EGEdU4YrqqKi9P9+xm3HpBWz0mWlA0sRRDPNAIJBiYjmd6Tfj3dxYy4G7EEyp3UfthDlHq5gKWYZRpBuTRnYVNm+8kRvbZZ7R7qOyWATWjX3fMIe8OyKB674xz5l5num1jlYOreGi5JgQh7WNvE7qQHO2bRzcL7XQ4hhDPwrP20bfC8VGMl9CZA7Tj2vejopIwHQY4E5HfHRpOhSOW4S5LAu1NVJK9DqS1s/bTkiRfvu7F8OKsZeD2it3OVP76FnUbLTH2MrBpThbV8LNOz9rHNx5ccSc9SiUbWfSSNCEmFP2g5gmziGjR+F0mpEl8rw2zuevEBpHK0zTRE6J7diZlpl6awlSgJfQeRcnTq583K+4d3KeeDkK6+VKaFDWfThyeWZ584bX52fenO44eudSDt4sZyYLrK8rIkKRwPALBv3usEYpheu+MU2Jtm+8vXvAyoa3nV6c7JG2Xdj2HV0y9Ebozl4r2Yzl7szreqWUwpuv3vKLX37Pm7t7aim8iZk3GrE8qMaSIt//8IGX143XfcVqYUIo3jmfTywhsZvx7cM967ES1Pnq4Z712IdT2iuvr888IPxREH6/Ft6ZIy8rz9srR238oTj/5d/4Pf79O+evRCHtr+Ab0lfeUvhb5/Qrn72/ETkAB557JYgSY6DT2Y7KMs20Y7Be8hSw7rR9J8TEpw5RAr3saBDOPTGTQDsiykO+o7XGoYAGQjUykUMHTDOlgWG3JMw+GDUiQqmNIMPtjW7c54ntKGhUHgl87IWeAo5x75HaO55ArDJpAoNilV0FryPxt1qjBeVaDcmJD/vKEgJzTJgE/qRdyD6RWydPgTtLmAbW1KE37tKE4Vxz4tvmrJSBoY+GDLQEtXTuuR3WrRKqcZ1G35bj2Mh5Rpsyd8G8Y96YNVKAph1vFSuFlCISJo59sKmKdXLIECPFG2cSx2VjmiYsjr5FXpw3MuHV6DHxtG8s85mrdbJMHNbHJmNEES0qWjvRGsyBy7pjUZi7sOoozDqhXCRyiJCiYHUltspmEWnwNB0cXvhKI1oan2ic04SasrZCcqUGxXLm48vK1hv300K4tfHR84mA0Y9O10xpV+6nhUvZ6XrrIyVCy4FSGtmUFAQf7WhIcwIqWZWCITGQHUQbhwZmnVmbE7KSqmE+6lYqRm+FeZ6x2pBDsW4cKdPWg/PDPR+fVt6mE80K+7YRl4VP5cCjINZ4FybK9cAQfvn8wjRNzDnwWivkhaejkULgPindlO9vFNuvyihAfH9sfH1+4PL6zIpzP99joRNuzehKdPa+UasRp5m9bISUaOJcXl6JKfD1DKU3nvbG/TJRXNirck4j2tpQujdOU0Y7fHj+gfn+kTwn1nZQO7QWmOeFnDOXw7mLE8Gcjy8XzncP9N65L87dMlPbxul8zzdH4P12cDetzCelVWgaaDngUyZ5ROrGwxz55S9+wXfLA5+2wv19JqjD/Vesx8qcFZNBU/7u4YHj6cqbt3ccoVCPyNMPH/ju22+YXDl3ZcnCy8vOX5F7/sndQto37u/u+LgVvn57x3pstJh4+/jAP/1//pjHdz8llsan+pG/+fBTrpJ5qp2vl7f8u3nlzoy/+u47vv1qJh1XrLzjZ/uV15eDPGes7/zN3/uGP3gULtcrp2nm0wVS6JymM6Fc2d+cfuWz9zfEAAwGxr6vnGThc7O/Zh0YlafeOqE7ec5sR2WK6cbZHhxt723g5i64OVs7oI/iD1RoQBRBuPHHO0TVEWKHMHr/oBAin7s/DuhjtF5wheqjPxDu5JBorjRvzJoQhHrjtIsGzI3uY1OV5iO/EALrVgg5jzL+UgnBkDD6jGoI7NaQGtA0jMsyzeylDlhmWtjduagj1gnNqSIcR0U6+DyjraMYcpo4akXMMZQuymaG5pHPyARajuzHRpoyh3QsGFGca7XRhyZPSNkG7NQ7c0pIcM7TzKSBy7GNqMONJqNn4yEGU+L1OKi9sES5NWiLNFOkNVz/rJI4AiEkJBq0yjKfuLxcaS54jJj+v9y9S69kW7qe9Yz7nDMi1lqZufeuU6eO7WMbRMe2sKAB2ND1r+Bn8YOQkBA0kGhYuAHGBcd1alftzHWJiDnH9Rs0vqh9OkiAikapQtpSKnfmylgRscble9/3eR33o3BKHhmCWzymNcK2IdkQLVjvcKLkyd4zNiXa3nAI+wMEd3YOUEKmd57bw9a4OUMbBW8tzjwuxMbo1wwagFuWTZ+DmcQBO3AvO8vq1TkyJ7VWTksgWk9ryps6xo7PwiWu6pSJjiEC8iB+OocJnlmE0DtxidyOncu6MGuB5Jkm0JpaFP9A2XTG6i0mBJ7TF/L99gjteWY3DKOZlT3fCf5E9JHSMl0AGcSw8u3jhvWOp6cT421HtojUyvbyzE8//Z6XbVMDg5nEOZFaGTZxfvnMzHcMwnHcsS6y50pIHoPgw0rrwrZE+qi4bhlt8PKLX1BKw37c8Wug+sg5nZjlqjluN3BOIXn0ynJ64vZx5eQ1tNlx3PY7q1iuTH6VVvr9zrDCFhO9dZxz+AGeAB6+fPfC7bYT1ogfnXtudLfyJS4PBIqyfI7bFX86k3PW27mHS9r4+vrKbiqfn5/YjaUnZSrtv/kNyy+/o/eDpzXoe+oN5yWSbze+e3qGWRFv+fQXP1B+/cZTMJzdwRPCv/jumefkePEBM+6YBPdc+Xu28Mt//D3ROkzrhGCos/J02kgNrsUSY+DI6sB7XpY/eu39k9gAnIFldD6tG85aSq2sPqooaAUQFhuJ3vJ6HHhjWGk44/C1EZfEnI2JqDiGEK1jND15GmewXv3wIh2wTK/I4W1GahBs95hhiKJjmWgsTQYSDDI7YTq+jR0xjk9h4V4aR9T59mwDGRPjLHl2pMJiPf3hFPJrYs+V+5wMmdgmVIRjDhbguwZiVSOwYxKSJ/dGSittTMKDmVP64GsbD9AW3OqO956XGJmzkntDRLjJxNjJ7HDtjaNPjcI/ksKByW0Mvhm1icpRKK3TmSxL5N46MST6HHSBU0iElukIRvwjSGcVDpYP4rLwozRMF2KM6t7AYlzkWjoxqrA1UFwEXSi9kdaIweGcoZasYb2PD57jxkfv+GCRkvEPn3wKkb3dCD7h751zt7y7gR1CdCrMGu/wTcjGklzEu8lxqNC3HzfSulBrQ2rDLwlBcKaASXzUHeMdo3SsgZwPzDBc9wNzWrAY1mF4j+Csxw5hGstbLQhgEY57xq1P3EvFy2RbF5oMinSoSphdrGW0Tk6OvF9ZMJyXFeZQvLF0vdmVjE2B2junGKEKs01+CoMhjTgsox88pYgVh50NQ8VZy4cMFhu596KuMhncgwqxdg7MulDGxGZhiwtvfWD8yvvROZ8+K/pcdqWyug1jBqZ19rcPzq7x4QxEr4yrx8bu5+B27Mw5WVrBG0OXiVi4ve6EEFhiwpuAFUP++KbmiD5YjVBb5uOeeXp64u3jnW3baKVTHg48JmQ3MIun1oCMDWMLq3TyXdRe7SY2rLwdmTB27OY5y8Df4fN64ceeudfOL5aF17bTrBBCos6MnYZowEWDtMb3n154u79SW2aahd473d75q6cL7dh5igFfB9V5moHvo1ey6HphGoj5jfXrG//8OfAfPq38o2eIVggukGvDL0Lvlo5je7b8tf2CN4NjFuKamF10c3WQpvB8MgwXqO1OcIVf/d9Cl/+/Pf4kNACL4fO6kpj0UjQFXCoRq3jj1sFYvh47LibaVL5OmzrHp5cHF93hBJoMZtPgTFwSTBUQaxesS4owGJ17axxjKF3yQZ+cQ2B0DIKxMFrFWL2+v8QEzpJ7B28wo7M8kr9/YAcFLMlZkjMENCswmTijGYA+JqZ3YvDYGBEM3UxSij/zdKR3jJkcc5IxvJfKbuBbhLRulNo4Hu6I3oVbaRQbHjTIxgiOWy7sU8jTYG3A4Ol9Mqdlb0JPhmutXItwR/HTp+VCHw4/JmF0FmOoGK6tQ0p8ywdZJrc+6M5SvdPMwDRYcZhpmMMQQuLolXvWBHJrDfOgLu5VBdXFJaQZbnvGekNczkw0SDWmusIeJiNNqz6IscFFZlXveXUNGyLBBn2/Jg+2UWGxnutxUIYgMfHeKzMEBgas4RQCQWDiELco0sFapMmD/6TBPZsC6ZFU7V14r1Upq0PF1Fw7JnhFD+eGcYFb2bmkqBuYCG7C6vTzkQh4bzHRMkpl85E5hJvo+1iH2nnFGmwfnIzqTG+1KPcKS2mZNWoQaUsL1aBQOiM4O+nWgneM4RjT6a8NOHm4u7yHlnEyyG1yzY2j6euz90oZXZ1uxoIPvJZMcxY/FVR4bx07FT1dq6bGfUhYl4gI5yXRcRxNibmlDb2dOUNx6gBbjfBpW0k+aE7FbCwusS0rxie6DbQpOK/4F7ETGzQLsTQheseohad4Qkpn2zZFYftAzjshOGKM3N8+WAmIt/TeSNEx1sBiLS/OUX2gGsPJR8wQxn5nlKI366kn7SEW2xufrPAXy8ZhDOewEn1CrGHpkx/8Rj6qGh5Kpt8zfymVfzI7/8Uvz/yzX1xID2rwHJUlqcEA6SSEJEoG9sarBmX19Y3iyTZwhBXnVkV6zEm0Fuf++A3gT+IGYMwk9YIPHhMe/JcmhOTxNfO0LHzUwratLGJwaUNsR+bklALSKlUGYibdGEI3TKfZqTIaIUaOVjCPk/VqdSRirFWK5RDtAXAg1mI7GBsQaQiGQx5s8b0THWSrwtMi9pHespgpWB/oQzgB6xi4GMlDZ/+qT1hGUL92b4Pr0IXh/zgyl7DShxBkMkWF014y3Rg+piGaSP+auQWrhRFd/+1tSbzJoDUhPNLSpQz20XnyEWMsDstRMm2qQH1ZN3oR1rCxy+RpCC14PlrXk3sIvI7GNJ6TiQQzKS2zLCcqg+4m0goJxwgWZyc2V3xYYArtuPOtd6KJ+OTwpuOmpU3PskZGr9yOrEU1TPrewHkqmn4sImTpWFFHkBl6sm/OYe8NHwJ9cThjGEd+WFsnm4Pb/YaJKznfWU8eEcVuGOeZYumlKJCsZJZ143a/cV43fNNA3PsozLRQSyGmSHmEDSOBKx3ztOIOPZzQB4txHL3RJtToaUcmmEC93/jJVp7DhTSEYQYDT+mDhoar/NE5nxLvIZHvV9jOhD5Ze+M+djbv2e+ZaQKb97RyJ5vJJ7sidSBjYMVT4kTOBve18enpma818xQ93/rO09MTteqp/L01ojWsxlDxuFaxcfC76DixkkbVZG2Hk7fcOtSWWc0gdfjolfPmOOyJbTi1L0erGJHoqG2wpZXbsWNj4vl8Yc+FuJ14zW/8sFwItwMfHT/tAzk6L59X7tcrlMnn5YUlGu7lykvyhGHZR+P5aQMz8N5gifhy4/XIpE8nXqUxbeBWC87rovp0OvNTbbzuO0+nC19vd8RDEDgX5SP9aBqHTGyZJGe5i2NvhTUFpnEk5/DG0NxGRfgcT9yPzm9a50UqziR6ObggjGnwUwtfpjvxT+vBP/kS+A/+8h/yfa4wG8PcsGvCDti8Isu7DGJIeAshrByzMkPESWHIpACtFUY8cd0rH99uhBgR7wHLvf+ZJIENmgAFmEPYnCN4xZ3GB//+HCxra6TW8KNxkkkag1ELFvCPBqfcG30Opnl42+dkSmNOfh4BGWPw1qvPfU6c5TE719Nh95Yqg86kmYl1AZFJNhPrnT5fYzUVHDzCpMtkTsVXG2exw1BK4cgKA5P50BWMsmZqm1jv6ROsi7zuO/cxOIawY3irDWujonJ7BxHCdFpoERcGnhAit9uN1hqDSSlVg2FzEuNCKUU5RQxCjBAcPnn18g/oOUNV//ft/YNSCm0Ufrp90L1SQmNwWAurC8QhuAfTxsfw4MAHSpukNbLPSpkT6wNrXBgi3EYn10YvnVwruRbu9yvutDFDYEkBZy2td0SEmgvlgdY2ZpCiZ4oG3/Z9Jz7Y/vTBPDreGkpr1KaOHRNXqrH4ANTO/AO/vjSonS0G8n7H+aCJbedUF4K/s5k+xhvSO61UTcQ6zxiDcmS1yk5l0NhgidaTsExrMGZi+mQ6T1pP1N7oGI5HHdy6rohMGJP1ciJbbYtKBoIIkjPROFJK9GDxzyfa6I/krfuZLJppzJRovRNlYlvHbwv3UjVPcGS8h/v9yqyiHv7Thb0MylF1EUkBZyH0RtkPeql6c+6DfM+KzWiZp5g4bnddyI+dbQl87AfX/Y5jsiwbR87g4HYUSAu57PqZauqM23wkf1xpY7AP0c0/Rj6uV90Mo+JUSjlIZuBHJx93PSx14fp+ZbTOtVa814zNUQtHLWD1JjSKOpaa6Gu6Bk/rlbglxDrEatlTvWdm0OKos3eKGqFzfroQw6KtZr3S7ndi8vikt9KOlj99//LCvVSSD3xeNxXH7cDYSeqD/2hz/PPPJ+z1jTl3qvNYH9mskNwjfWM97TE2ds7Q6ZhgaU5oXcfUZQjrurCZySLC5+cn4vnMDUvBKmvsj3z8SWwAdpqff8Cew8LHfdfylyqsNrFLZ9bOF3Gk4MDqNX3FE73HORXwPBYfHTM45QYZXbhSh2cXWRtc/KqYgarI5yqTagPReawMRq90lFSZTaebie06m7fJ8zE7VgZ9VK1CFKGbCd7iWiNOoVq4maltVm7jvdy42UJFF1DbO9aBM6KLqzVcQiDOgBmGWTQo9HupvE/hOQbYb8hp8jRhtkK3lWoay7JhsbjeeY4r+55JIRFyxQaPzIazkzkqp27YygRpLKvj7ITPTthN53lL/JAi0U6+O5/4fgj/IESOUXnrnUMsbfF4Vkrr3OckW89bG3wV+PXbnX1M/jZXfnMItk6sEXoeHCNwk8kYFWMsJm7KACoF3yBUFc9n1RzDFhOu6aJVhmoIW1g520D2HrGBXBpzXegT1qBwre4D31pHjOc0HXYkYtwIElldwLrJ+3GwnS/MmoldWE3AtMnwge78z+J/7o3K1DFQ9LQprDhSe9xGZoc18nrsWlEok1OfPJ9P9MUjwbPUymlq0tp1zYbQG4sLwOTDNN77gckZSQtLH1xOCzlpcjXZyNvbG+4pco06dpM+kSWRB1xLoafAYhLPI2Gc5ToOvI/0mPDOco6BeNJuAnt757RF2rqy18I1Rf7tnvnHbqP4Tg0L+9Gwa+IWI0edJLvwY6nck+NoXcmqe2ZdIuKF9oc5f0ocMlnSRikZcQm3PrPPTmmZH7YLwVh+igu/mx7fMmu/4/1Cqx5JZ77eD87bBtVyGMctObp1BJvw65n7FEbvtNLZLDzXyS/WTzSjr+fJePIY/Ob+xik5ltrYQsKUxiUEwhDuzjI+X7Df3vlHIbHPylU6n6NjlkYYg5WOSGc7q7ZYamcvH2wu8yUP/vfjoE3Ysbx1IdSdl+A5Xd/4V589//lfnQhJ+OXpBdaFEAzeahtZC5ORBoTB+bJgAwzbcYvDhomdQnSe1Vuek8dhCBhWbxjS1KbaJ/dWKWP8P6ys/y/W3j/6K/z/8JjmcfKPCemNU4zY3gne0kdlsQ6Mpi3bI2RijJ62nbE/J1cB3ETTs1N7fv/uGxSCM8holGPHeEvtDWs8I2eqmYh1xLAQ0U7QaBwBSzBqCxQRTni6CE30FCg8qiNFO4Pn1OdIDDQ7MVZwRj3goQuntBCCB4Ty6AOwyIOM2Uk+qD20D5J3bMlThhDWjcVp36wYQVplDj2VwGRbFvJohBA4jp1u9Rq/ec+CkIBZO87A+bRqytjoqCkN+6AoNlYXOHmPt+qAilisTN5r496hefX4/4GdE6yhS2OEhWPXysRuFTkQUmSxHmMM2eh71JvQxVBz4bwsuKCoZrEWkxzTWI5SCCkyH5mEj7yTm96kKp19ZKbX0ylTrbLeOiKWs1Ns9NEnw2lN5JiDwWQ4jegfuRJjpPTGmIPzuiBdiZaXdWOWooiJ4FW0HCC1YKLeLKQJyQRyPVi2TSmc0dNaYT4a2WQM2u1Qval3jIFDOvcxENFE+NLhmYCsEW8nzVj22qmjsp5PsBdW4+mt4abSWTGOMgTvI6tfmIOfC1tyrg9K7STXShH0axb12P+h0/i+Z2rtMPS/ay0YrzrKukT240YMFs/fhfBEOtE4ovV0GVxzxfmFNoVrKYzWMcC3/Y3F68/lWy4sy8K6nvjb91eOMQljELvOu9s0mhym83bcWdfE0Sr3CbUIswr7vnOUrD9rAs8xsTtDn+rHfy07w0Cegiyalr6cn7jfD9Uv9jtYGLedU1poc0CbfHl5ZjjtbYg+cP1Q1s+IjtwbMS70Dr2LNuQ5tQNn63h2DiuN63Hj2g8+LStP5eBf/v3P/Md/sbFGcIulmar0WQc2WA36icEFNaFM88BruIf9XGB5EBEmSsP10elnd2on8eYcwQxSsD/ThP+Yx5+EBjCn8uOnaM3ZUwjImNTZmc6QpfOcNmbuiLPkrgudGYKZA+sDc3SMM9zywRoib60+av4U1dzpOOOUXhg9/lGW/Ro0dUl+CKOz8zQ1N7Aukdorw1awnSc58+EGZ+sxFoo19C5EO+kIHz7QjCEM7QD20eOnYbHKgrmkqKLyEngOJ172xs1MFvfEtWfuthPdhh2D1TQCno+qwnSunblFnrsQlhPWepZZGb1j0sq9FJaYiL2oVQ0INmF6wffO5iZycUwXOEolLIHiBqsNeAy9TcR79t4JzlMZEMC2yae0ci0ZL4bcH7rK6jnuO8GAE4XbuctC7JVPA26rw4qhdnWlrMvKez+Q1AkNgkSuvTCd1XBZbTyFlY/eiCFqvaWF704bthbee2bzK6E21suZfdduaO/huh8sceOonad1od4PZlioprF1wYfJYZoiC7AsDqQ5bFT3h/SJmQM3BKol+qQjASy9H+zG0JNlNOGczth8xTvhKZ2xMin5Q/sZ4sZbKTSj83B7ClQZqv0Yw0Uss1Ta08ZrPkiAnYITyxomVcCkQL/uzJa5bQHTC9/lwMdotG1q0VENNG8QOfBzYmrSSscEUjIntzKNw0RLrpWJpY/GdOrJP/tJCQY/E5s78y0KT+KZq0dq5QsLtWbyA0TlfaJ2h4tQ+h0zEzlZWhs8T6s4Ejp4tUsXmYTasFTmXKDDZU2U2vGHYK3hoBDSwrKudDKfTODjdrAtgZObjG5Y/MbRPzQ1Pw3pYW/2++A6hNPzE9LVUZdHURx7VKv0S1hZ6uDVLdgJdk289cEmaiv90TT2Wgl2xeAYaYWq2G6bNv72/Z2X777ndhw8pUR5v3H+8gt+nAffH4PzeaOXOy+z8F//sPHL0xfG6hAqTJAycFGhebihVlEmNkyYXvErfuBQ2uSMhtEmMgfNC2swkBu2wWod9dhZl5Wj7PyXyfLbPvk3f/wE6E/lBqAoAyMKBPvIyl0Bg58eNy1ZhOIsJmir0h/Iiu7hKhAMPHz4bcJ87OTDGIYxOPQEP5jKO5epu1/p+GkQo2OlJIZhJhI9wwBesQe4SLEDMwTxjvpAx9Y+MD5oG1Pv2N5pI2OjhTbotf2cjsU7mjHMNqm106Imk2/S6WNyCYG87wiipy6vI4n1csKmgM2Flhy1NlquWJ+YQX3ibkJ/fID7FHxwtJLVhRM8d+sY4tj3/EAzCAY9ce+1Uo1Qi242VSbtUdJjvULzxBp1iPSDmDz79ca2bRQxiPc455hHpzpLcQZb7QPdYXCXjaMU4rC4YxDEYhhcgmPUTvcRmOy1aLnNFMwUTs5Tc+ant3fs9ORDw4LH/Y6PjlwP7eoNno/jipvCcb9pjehUJHXzBqxnsZ41LeqywtKjY687U4R73fGnlbkumpIehYkmUA/RmsQYAik49uOD6TxN4DgOJWq6gOtGb6tbxEnlFIMuAi5Qc8FO2KURXs6Mkrk4T2fhlM4AACAASURBVEQXT5aEX5TkWfrgdF6xozL7pLSppEhvMdMyR0fsgyr66Gqw1hJPidPlzHo6M2NkWKjXO9GoWBuXhGMiDhqGCZSihen1yAwbyB+ZOgzfuhJh/R++x7d3gp285UpzKzZEFh9wU6iiiXzbhIgjEDWQlzwleq5H5TCTPrT4yK4Of0qk05kxJ99++1uCgb7f2LZIHeDSRrFCnoWwLuQ5WJ0jNsP9uFFKYRtgcwELITqe1idanSzWMO871Rre7MA6wThotyubhX3s3EVrTs9PF0xwXO87+2wAbMNSblc+f3nm/vaNxS9YH9i2hGuFeHSeI1xlMurgr88nvn850/1gUJnSAT0UtjEwdOZDn7RGpxLBCM4KdlgsDw3KCD5FsBOLY2+Tvp5pT2c+QkD+4he8i4XTZ96ef+B6+sJu/lyCYBOqeYCyaiYtkV4yUzxGJsl7GpPuDJJ3znHRwMx2ptWKeSAH5pyEEKl9QNPgVO8qvDLBGYuCMYXSOj5Gkk3M1slGcL0THuOk7tHS9DkZwyLitNg6ePZWmc7TjSWFyCHClI43cImB1nUs4Zg4N7Vy0Xk+yo0YAnuHYQ1lNNYQ+Gg7L08XbreDyxo11j4tLWt/Qa6FhnBZFvbRCKK+6I86mBNtAAseKYPhLJiJy5XmHMZFPiyU/eDFR2ZM5Jx5jhf2Xrn2wfO28f5xIy4n3j7e8VE4rSv1aNx7xcUH/tgMvIXeG9u2ceSKcZ6jHuAT01hGHlinN6HhBiksfLvd8I8Z7SmsiLUceScOTzAWKTqKWZ2jz8F4FO7MNjjmYHv5pCEdYwlTqybFeiqVy7byfv3g0+WihS7dkGvGmsTGfFg7By4t5K4++9GGMlyMbjar9fxUMtkZzsbgg2NaPRQ4q2VBOTc+R8dTiPw4YbORxRskWfJoxAEJx/22k0RFzF/EZ8rROF1O1FyQ6HgrV7ZHec613CEmmrW8X9/x6Yl6OxA/8DGwtEHE65jDWjbrOQyIEZZVv+8tbtxnwcWAaYN+DGqEkByf45MeUqQzzGCJgZw7t5x5frnQhrrRJobRGiFYhn30TU/031+eyEZ7HZKNlNp5T8L3fTBD4CcRwhAuduV+3QmLozvLMSonH2je0kZjH5VtWbmVrMTUrljx9fLE9cicDIz7Ttw2uujnTDBkazAOdQUuC8coGBtJ0dNH5TYy0S28f1yJPnHLVXNBdtLsZFsSrnXcumh1pdX8SjmykgSMY/MewmBUNRt8sarPNW9045FBYXLvlR9i4jqF8/sH/+xi+Vd//R21vxPX0yPYGWnDYmdjiVbHR9MgcyKP6tidifMR0ybaJ+UxAs0Oukt8/fpGw/Hj/Uc+9szbtBwCRzVk0SDimIbyZ5MDMFBK+dmL7QSC96RgcR4tZBmD2BWklUsjOk/pKipGLEhjWrAy2LznbAOudVZnCM5io24u3ljaEJqzHEP5+Z2pm4NzGugZk80qZ2POqaUvD3b7fWrgJHrtDh1Mcp+Mx9+f6J/zQ8sw+oO0OSxEH5Da9Pen4MUwaufklN+uEDPVQ4LxGDHaUWAccQjVTEwDI+okUua0qgCl6ujGTKvahbFM59kZLMawWI843dRkQn6Ek47WyKXgnYGhuOL+mFF3AKdug1aq+qQ7YJ12Hk/BMYgCfXaIFiuDBOwzKw2zCKeQcFF93R+jcBsZmVCNBZl8v65Mo/N5YwxiDffREQPLspBzJnpHfLQyjSnU+0EwyulfXGC/3bnmG2EJGqryTjlLU5PkWbRx7b7vylkaquss28rsjYThySWOozCsjjdsF/XLO6c1mGGhH1VRIWVgzWQcB97AdBZjHJ+WC+t6oomW3VhrNbNhYJm6iDvn+DjuVKV5YEvlsq5cj50lJVJcyQ+L79ka3Pw75tWybZpQn5DSqilyo615x1GIcdEkPcJP9ysVHu4zdaVJH7xsZ+RhGfYGwrpxSknpp3NywtNG1dl0rpQ6COuGa5XT47bumZiuXbXtD6X3s3P0nd9/fDDxmN4w5eDp0WnRx8TlzgnPsmzMqbfK6RxxPStTaxRmL3AMTsuJJpM1qNZQl4CI9lBnZ/jWCqenZ/Zc2C4L1glPpyderzctM8qV222n98HvrjduIpzdQhyW4FdEoN2v2jkST9gQuZsJ68Ks+pqJEWZrGpT0miZ3LvCffVr4F3//O1bfSNvGaJ39dnC97ew5k6swujoDjTEY4wCFDFrrdewzGwZhdMPolo9749/9+MrvuufHfTBIhPTEXJ7JJO5u4Q2n3RjOM/wfv3z/SdwAwPD5vHG0Sp+D9khLyuhECRQ7IXhsa+SuXvEsDTMnZgyGdxjntSO1VmaCNoUUPa0Lxhr66CzbSmlqwQqPEUnwQvORuHfMnAxnKQxGOZjeUWXiXFd+joAxiniWMR9FLUJF+UNHGbA6sjQ2DCIa2RcPo3cQhwsb6wDfGtcwcc4zsmBEOAVPzxkbAq1UonFMB6YXUhtaCzgcfYFy3BVylgINq8lTO7EVcq0sl4TkiqDgNGcsuTXCmJyM02uXDDbz+ICeNt6vO89hoUjnXSrplDhnodTG2ByLCM0ZpBQF9xlgimKsJ7imHPbdwOdlw9wb3U3lCx2V07rxUSvBOmwoOAuH87y2go2Jr6byg/MctXF3OgL6eH0lns/YAnhHn5VgF1yyQCc9EBgtTNw9U4tQR8cTsDby7/uOt46n6Tn2Gy+XJ2pVB9WYBrGBuxOCOGbWQFE1k8HgtCy01kjOUvPBh7PMNeGLNqztNbN5j28OomdvO85Z6LroHr4hUz3/92NnNQbXhJACwS9Yr91um4UsKPl1VIYMQkqUVrU46PFTcnGefqvM5Mklc59gRuOzU/eOBKGNnWA3xt6wYaV7o0n4LqTlwu/LV1yISJksx85qJj6e+La/E+xC7YXdW0KIHNdXztuJUAZhOJq3jGn4rgu/nYI3nZNM3LJps53dwDS+d3Czhn8nhl+FRM0NGyzTDF7OK7Z3rq0QouHZKEV13ivrFrmJEEzEbIOv9zeMGIK1dOc47pnYO+dROWzC2EA/Ct4apDcWa+D6lb/aFn7/+oFdNwydYSbnTxdFRdtBnRW/XqjvV76cNr7tdz6M4zI6fg38tgvfO8/zGBzAESIv60p7feW/+ge/4lfjlb88nbWBsHumUeTL5XIBoB7K6jpyZ/WTHtTE4q1TTcBa+oTuV1rt7Ex+apV//TeZ1zz4t/uNdV2x7YaPga97Q7xDZODEELxnjoaRP5McAFMopeCtw02L9wEDWBzTW+aDo9+sxUdN7Fmrp23v1ZXTRTHGYh0TSzbCMXSu94eKx14q2Ikxk9maEjB9YJZKWgNqHreaHvaa7pzWMJxDrME7R+qaNg3WqTPIaVbBTbApcT/UldBC5JEnpteBf/CGjpzhkTMwo1KOHW0T0xN4jIlpBB8dPuip11iLW0/qagqAnSwp0HtnPwpS1eZWR1e+TozcquYdglHRvEoluIgJQa/UvRGs01TonNyuO9b7R3GJ3oKQSd4Ptm2h1KonTalspxXQhK9MSx0DZxQEVmultEx9v7FaT6PzfrtijVN//zCMUvExMGsH67iZSZiTFcPR9P+dXGQM4eXzJw3nWIMYtftGa1Tn8V5LVErV5yL6PptpWR55gbAujw5p/azc3j/wVjHJ1lr2o3CMwfSe7tT5ZNvAN2HfD8Cw7zfiksi1aL0mQm0N+zggVJncjowJhmah9c4pLppFmZNgPc48XDhe5/b5vmNaxw79+10Gp/WsAcPzSW89y6aVmDYgD/b7bEKRR9fDnJwfRNr1aWOMwel04Xq/sSwL6dFcVveDMYVWDjYTma3joiOeTlgXqMfO+ekF7ybnU+KybAQxfLk86+3Bq1Y1RGgTIpaBYRpNac82KPXgOA6W4TkZS92v2jq3Lsx1I1mP7YPbHLRgMa1gS8VMWMLCdB5jLG3v+BC5tUJMiWQ9MRikZVZricC2bVpk5Bw9F9YQMU2Jq27dkN6IwalLcKKj1KnOGZx2MNz3nfV01uDYtjHyjct5w3WDq43cKtu6ksSQm9By45PAPwzwj7fEcJ5vt8r1/c6ok1yFXjpjTPCKmXbB0mzEGsO0keoSOSz8+hD+zb3xP/76d/xPv3nlf7lV/uff/Miv98FPM2C8o0hlrAu3Pjitm7oRnefT0xOYgEwH5s+EBmqxNGcwc+gpfKhqbq2jWoWGpS54Y7m3hnGONjSBW/qAqSe26xBOQVG0I3j1knsd67ipoYv3R1+pmwab1C30lJLie4NnONhqx2MeTCGDuq08q3NkOxmtqH0U6HOo/oChmEyMntogl4oEFX2e7cL19YrZHEuKvOaDsEQW0ZKW/npHQuIWghaxi6iFsSg18u04MCgIj3qQiOz3D7bLE23X51JKAWfopmOGcLFREdHe0KuC8KKF3IU6BmuItDxpwXA28OwdDUdL0EfjZDy394O4Bkrd+Zyeud+vrClCG8DUUFIZLCFSpdGmQfrg8/MTYzZ2k0nitLrRTE5rRI6DMaAVhebRBm50JHjWargvOv4I3VKm45YPnmPERmijkWyktoxbVm57Zl08WwyY6dlt41YOtqC6zpo22se73vweIyUXNelZ7wfWa+vaD+mJ3+cb67oRTaTlhjVRIYAP5EE+qiaD245MTworrSl/KZwdvTZc167Zngxt31kfM/UmgxXHiqFHz70PQlRm0XRACJzEkuvOKTg+bruOCfY7c2j4MMmgIBxrwJiJ9M5ahBRXriPj2+AUVt6/XvnF00I9PujLAkV4civXshP8xuYXpjwCeSgKfFhBPgohVkazeOdZvePt9RsmniB4+hBarcQtkL3j6b1xOp+5ma6htmlY0Aa7w2uu5kvrWsfoEiKddDrx+9+/0kLh+8sT1/vO3ThutWLSwjoGv9g2aj04+5VgAldufC2Vp6cn8r6zxsjflMp6SrSc+eIibljeguen/cbl+QsfQcm43xtLO33i8IXrx+9Ynl74Wjsv68JJoImhTDiOnafk+dv3N747vfDZX6hz8JoLwUAQg+A4B88PvDHmwkub2CU8ajI7fjq1aHeYVqGO/9vvvvLbEvjLTxu/e/3K/3nXbMmrT/TpOPnI0YX+kYlyIkXLAH7hI8KkdHiJJ0o5eEkL5Va198RPZAy6+TNpBJOHUDIxDPcoWQe6BStG+3yNxU7tzK0Iw1hkGgiWMQdh0TkyQyvfnCiHJbdMefBNprc4a3/GNvc+iM5zl0YUODmtNpzOPhj5yhZaUGxslcZ9KO9jWvXrRh+wznOvWQM+jwLhJXm2sDBkcmuF7XImxI2J58lHzRosK/dcSMmxRE9vGYyAGJxoF+oYg1OKnIK6MoxMWi48ff5CrZXkHCZFWoh4o2U5a9ASEOccxnoWr+x46eNR4ae/75gk47BL1I20DY2/izZQrc8XRNR/3XvnfDoRnSZkzQTp6tpqrYFVfzox8n6/qRup95+1lTkn1+uVafT9LvXgyOpIWlxiOEMOOoaZVdjNBGeRMshdHkE/w9E6ZQiL13DMUSq3Wtn3gkNb0epsD+LrZFlPqs/EQPSW3BQuFoJymCyGkStLSPTS+f3rG9lNatA0cJVBjAur9Vp24zwhJE1nA9FZxrE/9IKht8I+CCEg0zDoyKMPYK9NG65EWNOmNFvvma1Ts9p4e22k6FksqgMZRTk7F7h/3GmjMqsWIRUjNAem6QZjzGTbFqj90cOgnPxuJmtMlNG5zsK3Y+fl9KyE1ZnxYh92VEe3nn9/e+djFNxpUfpq6bihLjZjLUdTHHjPh7bTWaOnZeepYZLRcaX4wOdlIw2hjM572fmyRr5bVv72442+rGzLijNAb4pvL0pvrUVHhM1aTl9+YAz1xXdrid7qOG0M7ISjZOJ5Y46B23fGmPy0H+xH4ae3r7zu7/zql38PM+AtX2kGddtJwywLbtvo4rhcLkxnycOwhIidXeGC3rKEyXHcMXEDr44mCY7iLPG8MdZIWRMVGEx+Xxv/693wYzX8D3/zld+MQA4nqt04+8RmtIwpBM/zsqmBYr+ySOU1D96KUGvnI2feZud4ZAZK1hCee9CE/9jHn0Qj2D/9T/+T+d/+d/89bQqHM2w2MEdjOIPCQHVRFhH8VEHuajq9d55C5OiVMCPBWI6+q9jawK9Ok7DG6+YxBTcdTURFWGuw3qvw27XuMc+hMXmrFZTBKO+9IDjx+ACl604NExntUcU4cdMDKtDebzvnZdF+09VpR3G3iqeWpqIcsPqElDtTDGtcKb1hf27w0izBx/Ubl8uJt9c7wTr2tNCk8bJEcq40F2AavAhjTroTrPG4Afc6OZ9hjkErFsygm8a2XODQgNC97joTbYNoBiKGPMAnz9nBqIPmLMagDVQMXQitJ+cDGwOlDrbtTCka/tn3nektJyx1DkaKSK6KT7aTMSd5NIyNuuEZtfS6rKOaK13TwVnFW3ETpDPiRss3nryK06VBc4FhhZNzOBEKaCl6H0gI5KbdBwxhBjVP11yxy0LpRYtwTCQYKFKJSZ0jc06OMZlGn1NrA0egSqMgfDmdKMdOrZ1RhfSiHRSuDvaSeXq5cL/fuZzO7Ednnx1vp44jsYTF0/OBjEAxnYWANxZxkyoDb4RZB8UYCA43NJnb85WYVu7SWHxSyN44WGZklkGLcN8zv7xcOGrTxPLrKy8vL7x9XHk6PxPm5FqvpGVhK4a3drCuJ/YmNAvJaf/B6+srz+eVUhrTJIwxfFk3/ub+oRWXQ6jG8IG2eMWpon8+Gn6J3O93XIocTVPvizMMEa5Dw1W+D5Zl4atktjr4tFx4bYXo1IJ6JXLxieQnd2nM2vk+Bn73wHA9u8T1OAjeKDgvRN7LTgXyPRODgh9TCBo6xJJs5PX2xnZKjNuBxfC0nQhz8O2nn4jbiadtYUqnuoi1lpOd9Hvm7C2Og13UXbYlDTO2Lo/CHssWEtcs/PqonMPExRO1Zc4xILnqOhTU/2+93hawntPjJv/bkIgifOctf/P2xuXle95+/yPuvLKZwGIdt1r41jv/zb/8qz+qEexPYgRkHr5kYwxmWmpTUQUHRI9rWrHXvMEOy+gVLCSfFK9sLbNPcq/4LRGNZ+9VaxK7YOhq/3pU4hEcc6gAq4aJSXPuQebz3GqDJSCiY4TKgGmxWEyrWOPxMdC7EHxijoozgamHVnptrOsJoTEZSJv03nlJG7V1DtOx/xdz79Ji+7rlaT3jvf//c86IWGufffbJqqyiRAQviJqIHUEUKbv27FavvoJ+BD9D2bJpS0oQRClQsKOUDcWGIGgimXnqnLP3itv8X97rsPHOk2mjSMs6KZnRiRWLFXPNiJjxXsYYv+cRw6KBcpyznxAduda5APQ+y0utTh6ST5Q28Clg8rwVpGXlPO+Tglor5uEwaExsQ0yengsinl5PHILzU+oCMiUxzqLGsOrEOxQdOCeTwmp+u1F2ZAyCd5RecNaSa8PIIAi4GCY2e8w0s2XOlR+jodWwGEsInh+3jeQ8fYC3jjbKPNU5gTFIzmNap3mDXwJh63RVfIwwGoco1nlqmQGw475BSowhDObJ2hhHUINLgY9WiTLzAN4IvQ2CDeReEAbJespDLSpiOY8dFzzGGtp+Puq2hpoz6/XK3gs0wY5CNY2UIm9vb8QYMT4Q18D9POi98+QCMSXyWedEz3YCgo/hgeVonDVD7mhrnDhisLSqOGs4toP7yHz3csG0gcdx9oZlgtfSkihj4AbocXIE2Kk8+SvDDba+EZdELic6lHNvhDgTxatNuDr4zBuaHN++fRBvz4jo9GrnPGGBo4M6Lj7S6NhgMXVurD+9vdJ14C8rSWeIr49KEeXaG2SQroQBxxI5tXO7rBOzHQOlHMTWZ7/PPzbraQXgfv9gWDPJtUO4+oDkc25A3uGMoZTCbgZOPB/nxjDCzQX2+85ZTnqdSePLdcENcOJQLazRs/24UfTgu1tk9MbT9Yr2xmqhV+WvXy6IBWOFMgyrnUukVaWq8g3DYMUuCQmD86yIcbTSuPgLmzZ+/VlIYeGyKJdocWp4LRN3belk64k+wZHBTL6XtMbbOasL5/lK9IFSDE4Mcpx8CSvf8kGNlvo2X/uYv2QaqIj8IfAJj3K46r8uIl+B/wz4W8AfAv+Bqr7+eY+jKM1Ph2s0hqqDHGd91uTG/RHSCg1OCt7M0c9WCiZ5wrB8G52YAj7vbFIoa6AeGW8C1cLaOiZ67rZhz8JTWvlohTaUGi3+yARnqAbcEpFauV6euJeMMZFEp/mBtMBFO+iYEuc6m9Pewurh3pRTB76dEyTnAq4NvqxP0yEcAukUzq58usEaLFIL1Si7dHyBJoIGj+BR6Xz2gjC1fHU1hDpdYEUMqxiqtWyt8xRm05dupxErelYaegrVWJDCVRylCQcdEuQ9c4lpOhZKx3WLCZZ7fYzndRhWQARp4FNgcYZcKnufAndnBeMDH2VDg6B9bs4RR+YgKHw1hmaUagPb587LYokhsZ8TH3GMRjSRNk5ea2ZYg2t1qj1thDZQY3gRR8sNDReGCagehOTQI/EcVr7t72gfyJg4jbFO+uoSAr1PGY1iaY+wWWoDOwYXVZ7F85t6Tqy2WgaD724Xxn4Su3CI4q8J3iumNy5uoY2pXqzbjm2Ny2WllBOY1NhkPWImUK+3QvCBfDa+rM/Y452wJv6Xo/MvF8PrYjlz5ikYXBHWbrk/VKhXiUTf+IyZA0FFMVVx14StmXUEfpKDLJ2fS6AdmeNi6RKxufAcIx+l0czgKAfeX3jqcHWeQy1+Wcm5Yi+Jb1RGbTw9UCtxRA5VhjSuwfGP7OD7slBb5dUOjBn8TZcoJeOC46yde3J8WOAt47znvv8a9/IFPQvPKrxHTxXDem58SOOpJj45WJJnwfHZG8YIvmV207kR+FLhI0ILnr9VoSr8VHduTzc+BpA836F0+8SPKFULN7FscfDPyI20V65fI8YFbveGtYmfRqcP5Y9sIw7lhyVhoufb0ViMw47OvSpLMiQ/+M5ZPAf1aIzoGIuSqNR1sPfKD/bCRz2wzwF5rVyJdIWrDVhv2bd3AoX6fjBcoJwdYxyrXzCuYIvy1+ON96685o5Ty6dkvFX+WXvlj7c7l+sL+/2Dn/nfvQn8F9ED+HdU9V/9f1xD/iPgH6jqPwf8g8fHf/6T0CkxPwwctTBksLbGpXVELFYCwQbUOswwJAKfWhkxEKrQawNt2NEZxtHVEPMsCZz5TjNQnEHbmKcYN7nniFKdcm2N1RliCHQdOAbBTO5/ZXDpcwLA6kNwbgalTKywjYmLOGxtlC2ztIFV5U7jSed4ZLfKXk6iEeg70QlOlcWBo/MzfyXtDkukejszA7UAJx9aubjIFzGUXuCYWsFWM6uZNxqDxVvHOSaW2JjJDLJ9ClxkXRDvaV35GI27EdbbDdem3auZQdOZaahWyLkRuyOMqdpryKPJqhy9wLkDSl0jzz5wG5ZuGkEH636QWsO3A2XnUg2iljemM1lEyUF5q/CR+0ys9sI+Bt9kKiTT0efJzS80tVSjdKdEL1Rn2UTYrOGj15lH2Cej/73tM7fQFG/hFiMMobuJAadVpAwuEojjkSlwFiOeHAOfKKMbpCtfgKcM25E5HejV4zy0coBM0uTr+YGuk41jgyesC8ZaJC3sRvi+D0IvNN+oo7CkZ3IZRO95zx98LnNR/peG4TUYQi7cdNDr4LLcuLeMT56QN1JQtlpJfkVqJ43AEQN7a1zUIVjcGKz7DMydVrhslqduMb1z7hn1HqLntl6QUeftx3hG2XgaYF1AS+PnufH7kihZ+aiDLjvBnazWks/Oz2ShSUW186UYfuavvNaD6h25GapxLE35vT4lRMY4mk2MMxPHwV732Zs7PtlQLvEJFyzPNpIkoj7yhPDdYlA3CMZTbeMjdbIE3spBEIOWnZQCooaX0bj0SveRo+38gsI/bwK2Hfy+eC6mE6IQtsq6zczKpoWbdJ618Xu58Tetw94zaW98Z+EWHGkUfmELsQiqK2+t8GkDMVzxZqGKRYwnygVZbnyzjRIT94/O0k6MZoqx4Pzki6039pDYfCSlF0IVLosjU8hd+ZDOmylI2/mZayxB+b57njD85CrLEjmtsjtD9r87C+L/jxLQvw/8248//6fAfwv8h3/eJzQVbPdck/A6Tpq1zED15ARZFc5aH2N0kc/eWcWjbfBNhOEdHpkjdd5w9Iy3K58lY0Oilc5uBx+tsfoLpis/9YOUEl+OzpuHZOzUQxpHQOhjyullCO9RaK3ytHcOZxhxBlM8htJOTmcxbt4aztFYMfycyKedyAe3RFpp7Pug2sSPcpKCwd4HFcOPdiM7x1YLTzZSMeyquCq43snOUcacKDoE6AMTDG/7tCwF0+l9gHuaF+macXY2H7t0+tFROymbpg6yg37sLBK4a8fvQqYSrgujzs9rbrqavxSobXBQuYmf/DAfH1fTwuhKHh2/XMijM8xULuZhSUN4aydf1gtf+kAWy5EbL92xJseujUPdlK6cO+tve1rBMOoUxzQLHuEmKzkXrBUuKvTeUWeIXWdew01BeDWeQ4RL7ryandQiA0HdrGvvXXmTTjQQ7BzP5Jzz9o4y8wUq5GPHpgXXLF4tx1boTpE+uKil9sLz7QnJHWHCCev5gQxP7/Alrvyf4+Rnw7M44c3suOON6+zx8wWDGfDWG4eDp31wXiLveUeCxdP4aiJldF6TQ0fFlkFIidMOVCtX7ajx/Gg6wQihQHaRDzmJ0bJrJdKxBmzytG0nqOJDxBpDl0p1ja6GTQyXeuJD4DUPjB7cYqAMR1aDGcJed8LVowhjr/jbyr01Fu2sfpZ6LsnjS+VuhX+klZACrWR+ET21droLhGhZnWc7TsTBVjIigxAgjMr5mQm3lf3+zqKOpsrLU8LWQtKGj0+85Q++vy2M3DEPtENIidfjzg+3C/GsmJJZnr6ybRtmTHG9CGmcoAAAIABJREFUu0ZyPnkiEf2jVOgC0Q18MIyvM7QYPk9QS7ZCrp3Tzw34O2dJRXiXgjhHCle29w+CaaRhyKp44/EG9PoDT31w7IWaC8MbjHcsVbmKYMYnnkxqEelCTIlv28n3EnkbG69j8NV7upk49+8QdgpbPojOcu9/+TkABf5rEfmfROTvPv7uB1X9JcDj/c//cZ8oIn9XRP6hiPzD159+w3s5+DgbDcteGrl26uizgYiiYlHn2cokd569z4Rtn3yerrNRm3Om1k5rFR4+2oEy1E7bVOkzlCXzBFjDZIszFOkNZ+A9F+5jTnJEN6dcylA2H9ilU2unqvDTsU1zUB983u8PwiEcxvBezvl5vdHPQi6NKkptmV7aZMl4Q/bCaQzNAkboTmaTlSmnUTGctXDSHzkFZj4BWK+XWYM2s3ym+cS1OptXbczNQWZDeT63RrMDqw2rg+7mDSJeIsbZSWAdDR8EZwTRqTx0KZBbRqzBqwW1VDqlZaooWTv9LEitDKN0mZNTv0U5t1ZoBj63ndrbPD2OOSVUa+U8ymzwL3EmY0XmvL2bJRTts8YvClueUX/jLLkWtu2YEzd1MvNHr5yP6aLfpmCjnVC2LgY3JoANA9omSqNYw+26ThZLnf0MsybOfMdi6W1O4QB0cegS6Cmge0b3jEuR0jt+uSI+PIRGnehl/vxLReqcxHEhQYxocLTWuKQLHUtaE9oqnumooM/UdHUzfyLGYZ+u/Hh8Ir3Rc8VaNxPYOr+XWIf1CxhP6ZMPZTDYmHjf7qwpcLvdcMGgo+K9wz0maqQNjIsUBRsdKUbsaMgoE5/SKjZEttLhOPHXK3XM11Vus7QpbTxYPQdmdJJziD5CbTIe/uNC3jfe3l/J2yehdZLANUyZ/MeRWZ9f+Hx/5yklgnOkNdKYakl1cD8+uTzdqNpxcYY6nZ9ZhS+XG+/vrxAcJiX27Z3FCRcfHt5nYXUB6zxKx/c6T8HOchwHqsp5zrT4sEIRmWh6qxhRbOnUaNmPO71kPt9fuXx5Rr3FOmEN/kE16JT7B2frdAZL8lxSQGvm+XbhEh1fYuLr0ws5Z5SKKScrA0rhu+crX54vuGQfhFfhN+8fdOuIawRnKeYvPwn8b6rqn4jIz4H/RkT+t3/ST1TVvwf8PYB/8Q/+QLN2hoBWCHjKOB8hGEOWRvSBUedJdvjAYZSttxnpd4GPnIl2IhBQpZiO0zk+eozOtc3G36eZ4pc0LKYrryhfu+VTJ6e9nY2DQRsDV5RcGhoizll+eWRevOej1BnBt469CtE7rJTZcC7CPTR6UL5nLp4YD2Zw75mnJbFkx6mW17HjtSPqWO3K6J3Xtk3Focw69WWJjHOSDkvL9AqDgqijF0Vbx1pBZRC8YFFEHcZNWmqwjk0me1+GckTLFYdX4V07MXp+df6G5zAbZt1bSs6ksKC1kZPlfr9j48J7LTxNWyyIQayliGIWB/sxMd0OSjtYZAqrjU409DAWYzzBz4W5es8l+AnM64rH8eP+yeID/hGZVzsRHbUpzXSelwutDX7cN67LyuIScpvJ4egiHcMaHMl0aheiX6fCs2SCm8wmGywyOjJmJH88Erif2yfrbcUWMF3Y2070noFyLxmMIUSHKNxH58kv2DBDhffHFNdR6xS+qDKc4ee1Y9ZErp0XIloHzQp9MiOnra0NYu286geiiWg9lMp6vbBL4zwOwjGQNHijEeOFi/W0qOznSVhXNB8Ea3k9TpyxPHeQZYGsPC0XftxeWS+R5AOtDlzweBSfJ2Yk946ucGzKuEbquJOYHg67LEgpdDPHkl9M4rAnuR0TFtgAMdQ2WEIEMjEEhixUEYiWrQ6O2ljdwEXLEhbY75OHI0Jynu1oXJ6/0BA+cyZdIkjDBsd2fPDs5zhzlUGPgd47yKDqAJmhzY98zl7cmmhaEGN5vq30o5C8MIwyKhh19OA5t4PLukzRjwE1hotatlLJXpFycE0WayJsme9U+RoD/5d2vn9+4v04ibcnPl4/iMFxhoi2zu06/cFIQJxgayc4T93vLNbw+uMf83x7YnTPuZ/4ZQYEly7zd84NQkwcH5kmdt7K3t/pfuWjC/f8iRFPHX/JQhhV/ZPH+18D/znwbwC/EpHfA3i8//X/2+PIY6EffWIMOh0TPMbPOejSOq11einTLlUH29moaihD+Ha/z0Rj65ShdG/omJlSfaRNefgDtt44dJ4G89kxw/CxH2Sx3IdSRbjEhYuP01HrPacMSqs8Yeap0fu5Kz+mk87zfEhCIIRAwOCB3KBVKCJ0FSyBLTeqneyWmwnc3DJHyWQm/ZJPGB/AWLwR9m3DuSnLCXZ6hOdGdeBTooyZjcitsp1Kwf02ijBP2CJ05unz4iOmG3JT+sNfXErhZb1ghlJ0onytj5Q6x/PyfrDGhKqypoVDCuItUhWvMpHGfY6+qnVomzXuUwXbBu3h912MwwpEsSxmPv5xzJPib10Oq0sMDIc2UkrwQP36GEnGsR0Hsp/cYpzmqOgpxzltUGNapkoplGM2YbUWaq8YZ2ZJRya4zUQ/eUgtY1CWMfsmvc5bjrNCFD9Vf96wLhFQWqk4lDSUyAQY9mAxo/O0BJ5SQuqc/LIBVIWaG9Z6zlKIweDayUUcrk1M+Xbs0ArBONR4JCW4RPZysqjh2SWerivRWK7iCWVw5JOzFJDBfp4Mmbyj4C0pGKQd5ONkmM5Pbz+yGuA454y9GNpR2bYd56ZwxHpHM3BL0/omWI5WKMbw7WNDzLSy3WJk5Ds2LUQz8czRW4wyYXcyJ3ryfWfI4LNNY9e5bzyZST/dGOw6uKaFgfCu88BVRp9QvdGJvTGM5SNX7DCs3nEV4WnAqoNrh9AqFzFcjSOOiTt5WS8YGl6EZ2u59ErdM9Z4jlznjbxVqnT2c+OyrKi1fJwHXoVbWmfP0VqSD6zO41Up50kICSeGrJ0vJk6CsbHspU41ZuvUWsl9TF+yQJdEy5mnlLAKT9dn1nThh+9/QGQiZ2ya48VoIIthN5aB45c/fWMbFjXztD+sgOpM04eFY8+E8buP8P9TbwAichGR22//DPx7wP8K/BfA33n8s78D/P1/ggeb5RZv8YuneZ0TQLVjHiCu5ANYy7Jeabnhl5XGrAU7Nxe96CLOzImVlpXcOsuyQO1odLyXAxGLUU9BJ6kQw90ZWh+cXXktZc6w987WB3ubJagtnwSYyWRttMf/670FM1lErWZaK1zSwmLj9NB2GLVRSkGagpppGTMQ1TEKlP3g2D6ZGnLIZ5kCdDGPQMrETxjrUW/wNrCGWcsMySNqWFya8opcACbiuc0+hpMpLO9nQ2qnKxy10sucvV/UIFjyY7EGM1kmtSDOYn2g1jo1gzZQc6HXNoFefcwwmTis8XgXcdaTR5s2JhHsI3AVnZ947N4n2sE8fNB2fk+0zB1TjIMx5qaU2/TK6gTmpTqpovES+WwHl7Qw2pTzlPOYcvKU8H02nWlzg1muFwTwKuRj0lxtnAKiFMNM3DJPVH/6szWeY9sJRlhjmK8lYzC1Qx+c50ktio8LtVa0NpJPrGnhvJ80ccS0kvcDY+EsB8YYyONPtY/X65X1ts7bSD3RWijlxMZEy5XR5ilXdYb21pgQZ/G9oq2SUsJ0ZdRKbY0uBlIEoJSdcIk0HXxJF6TB29sHhk4KARvTTEeLQUtDaJTtA8kTMb14xyUGzs+Nqw0YBgQ7Dx9m/jytzrS8DxZa5bZeSbcLlYnm9sZyi5FQ+yNDAud5khvYmB7ww87qZDZ2W2Yxwr4f+HTFolysmxIiJySxLCpcjOVqHau1CIozlvqxcfEBeWzotOny9sFOrSsO6y2IToDgx+fEyiDY1tg+PuYotnOkBylWcRx5/j4aF/iWM+1+kM/574wokgLVGkbOaD4opVBrx+kcIhmtT5iiWN7fP3m9H2xnm2pRgbMLR+lsXal+Zmp8uHGvFVXl7e2N0gf0RjQTMBe8x/7uLYDf6QbwA/Dfi8j/DPyPwH+pqv8V8B8Df1tE/nfgbz8+/vPfVKe1qT2olEAcU4TQ+mT2lDNTR+d8pGX7uZGccI2WqwFbKqLgsHgV1iXOBOpZWY3nzI02hGs3uLOgzMV8E+VwjhVDNNCdUILnXpXDWsyycMGz2MDrqIhNrMbTxbCjfH58w8ZJKE1diKvj/TyJOhcXUQgCopU1Gi7asI8EX7MDu3riuhDXhSFQamUJFq+zD9BKZXUz2fum021bFZpagnZin/gMsLykSLCNrmXWhlPkHG1q5WJAV4cNjmAgBksI84ZV95PuAuWhMJS9YNy8lqIzbXtdI8sSiCPghiFeIqU3FuswZt4yvBmUfHAcmReETqa3TEwGZJrRPnqFNKXYGgKIxY+BGmVY5ZoWXB0wFG+E67BcTSIbxXSlxel/KA32NjAKtRQMwtVYxllorRNFwIeJhTgKFkPJFV8Gq1rObZ9OY2t4OzcMlnwOghrE6GPibBrCeu9YbeTtDsYSbgtv+c4tXVlwnLVxiEFMmIeF/cQOgxmVXDYu0WF7Z0jkbIrzhkFHjzuxFYwN3Fvl6xK4PbST5thI15ViHg7ZFDlofOw/YeqU0rs10fLGzc8DUIoRymDrkKLn2TiCeDozDAdweV4I2vF18H7snFbxKF98YisH6xpZneBqI9TMk8DPvj5jzdy0c1d+EQJiI+/niVg/e1sUlpjIp/Crn76xWOGH5YqpndUIgzmO+9LmhN/nKGzHnd/ryve98jOvfBmVRQeL6/y1EFnrQesbi3e855NvdkwXglPEOs5auLeMWGi9sF4SUmCI4del8GY86gRn5wFqDCWMThodUzrf3Z64BsvP00IGfAwzC2Qc4TFj/54b8XJFjXLowIQLm+u0UecGKVDyG8OBcZ5bXOjiuLfBdVSGjXSX6N5x6knzULrB2EjBspu5xtSWGV2RvZGNor3y+8FC+aR2h4zI1k5c8Kxd8QLVtt9h+Z5v/9Q9AFX9P4B/5R/z9z8B/+7/t0cTolpiDLztG9YIZx/EkFjsYzrHghuCFcWZefXrtdLEkEIijooYwzADqcqWN/wQjAomenxTLt5TjlnPpFb8Q7jiLeRcCEtiEQvD0OiUcnIUhUcYpDclVuXeKnZ16NEeL/odZ9w0apVCxBPgMaalVB083W70fZYcRHQGjXQ2KN9zxsVE2TNP65Xt2HHOzwZ3cORyIGMw7MQ6115wMdBPQYzSpT+0fULpSqeRjEdVKU0xRum9EpbEaBk7Bs4GttrmqXb0iUR+oCySD+Q+5skKwbnAOeqcH8fTZfp66UqvFfwEpV3TOtWDLhB1ZgWME2oueDW00Yku/pkgo8tEcoiwGIMxs6FuzDzti/dYIwzp7KPho2drjaN1Vpk5g9LrlPz4SG2V4CJ+CFvd5iLRMyEEtEz+UTdKLoWnJdIFxBicsYix1DGNTClGzjyVpKVl+hik4HFpnalfBl8uF+55YEbHG+HsnRAdoxbwMk/WuXFZ0yzzuCkEWWNEeuESHAODdOF+ZFZvaEPYckVUaOdBMb8Fr0Epmehg9StnVcwaMH1i0T9qZqhyUYNh4KzDqs6bdZsOi882IXa2T1z5ukY+e0H7oFthKwcvy8JZy5zCG50lBIYqR2+cpbB64ftl5d4K7axcUqDSMAa8d7yfO0924W989x2f252qEdcKziaGDK4hsG8F44TR25TKtD6T4UYIXbimiPGOOiqIm8Kj8+TmA8kEXC2co9KZZS+nQrRu3gLpNDpe5mt20GmlsZU6TXDOYh/0WyuWNhrf7nduceHQCQbxRhiinG2iz70B7ZUhdvoLxOGvF/SBmjASWDGodl6HZeiA2ohxmU7w844ujnIehHDBOceTd5znyWtTxAeercP7gDhP18FpTj7fP/kbX/8aW9v58cxEt+BcwzqHtDKxHP53H+L8K5EERnWGptq8WqtxXNZEPU5UPd1AGyDOcxWoooDiZRqVjuPg1IEVy+oC5xhcvMUGz7ZnRs6Yx0imtZM5JGLQMcmKF+uJMVLqXEyGZrwxXE2cpQXadHTaieu9JEs+MsZFtlpZjcWNTjUNMCwC+fyk20nsTCmgZVCMpRrLbcwd/tM6Wi5cBEbPrDFAqfglUHMjGEe1wt4yQQVfBqdYbvQZUPHzBWfaXDTdmHX0XZSGzIaUCOJn4tWpYeuzEdpRnBpikxl3Lx3nAj+VzLosnOc5J4R8oOUMMmv7u1VcVXqdQvAYV477RnBz0sb5yDkG761xvT1hjoy4wFYPriniz07vk/E07wGGpgqdWXd2wiUG6jElM+c4iV4wdYD3PMfI2TOlFMxQuhmItVALLjraaDCmh2HVSWPdpWP64CqWow9sCNjWKFUprfE1rrzuG1cfqVbZtvvUII5OjIHYB9o6J524zIag2XesdRNVXAvLEqm1Eh60TOc9wc7GqTyyGauA9sZRG9F4jl7oZpCMxXU4TWGNkLvBXV+4Ost5bIh6Vuc5zk92aViFJPP6PoxwXeb0kp7nbEJbOI+McQbjBmbAd8vKdtzn7dlYLJXraBgRyAW/RpYxSEZmwNEKpg/Oh5f56/XKyJmYLKN6vsZArnNUEpR77ixeiHrgOvx8WekqXI3nM1fiLdLPgg2WYeCrnSnXe828XG+MbZ+lo9aopbBY5eYT93yQg6WXDFtGlsTlcqGWE4/BWMdnPedaIJa0Wop2/BCqzoXbudmTK61SRuOaEmXM3sBzWMgKX4ZghzK8oWtDzplOP8aJc4HIzNmYNLBlcEhgOKXURq/K1QWW8sFtSexj0PuODnhJkVoOvvOOJAY7BK0HL+tCFMNxHI+RXINrGdWG73C5LPxq/4AxuFwDbx9v3OLCx8cH1/XG/f7xF7J4/5WAwYlAoVOkEy9XTIyIwi2tlEd6c4gB4+aJkI6JjsHAqBKsIaU0G1o6UKYhK+8HKfop0wDUmT9VBQ7tNBkM61AnCHNsMi0L6bIyZEreGbO++FupdnWzUx/EUtrs7qcQZrmnFhxz8W0IDlhDwgwwzLq/MZBCwImbJ9Qx6Z3hcaKRx2gmMp9PKYXoA9ZHgvN4O8sy0TuCVfqoM1Y+wIzZRNPSaH3Mr91AOzKjDj4+PqY3+X6fnJt8sB0brQ1SXGitENdI7oUQHNf1MpOz7s8wGh4HbXJdGlMqYx6wvDbaRAePmX34KBsyhP04qBb20jlaoUlHRCm1zvHMPrWC41HqOrY7NiZEFAmTBe/s7EPs+zmfg7dU/0As9+l1rseJyphcnRDoXUlufg+7nSUI0/o0zHVlwFxMRp3azcfQQVoCiNAVxnhYsx6hu/2+cbSCpIRpgzWmOZK6TR1n7hPdoGfnODZUJvNmDYnelW4t3TlKH/Q+n1OXTkyJ4JQwKu6BP9/yHB9WVdrZ5iDBZcWZmSzNpWC9I9ZOGgMbA8NYjjKR2sEIXQwNRc5MFIO3lmgVK4PVe24u8N2yksqY3HQRFoSXZcX3zneXC8/eIcfBGiL3+87a541RFBKQFF5i4tk4FiOsKU5UNR1apbcyez/aMRau6zJZWL1xu67U8yAqnNvO3safIbbLOUdPa2V9eaE7y2YmPdQ88OrdynR6e8EKmKEc50llyt4xOpvy1k4UtDGUs9DbxLP4MW9xgbmGDJn+heg9OIuNC2MMgnlIgZbAtn9O3IQqa3JoTOwI1xBYUZyzYOCLn99S7x1LCrRc6KXibzcqA82Z1U1I4A5TTOUd3sxybIvCycAKpMVzlI4NkXsbnB229pefA/gLeRs6bUm1D2rN2OPkUzt/kneuaUFa42I6L3XjaI1gDC2fyMOzWoPD1TGbmdbwFBZ2AzF5QhtIqVya4ksjozQzAxkW4Rd9nn6rDmy0tHri+5h9BwtZJkBMRFibZe0GIaDLymKFLwpNC22xBGMfoC+wNmIsqGlsY+OUkycrxJx5HwUbE1/2ytNQBoYiljtMAc2pJJ84+8ZL8MSzYkdmaOO5K+9j8GMrSMnc8Ny1cveNjzXxK+ORNbKEQTnvZAfRrkg32Euk985Xd2VRj7k6jsu0S+WyEyyE3vjKYKHj/CwhvBihycCtCXscpBAwArF3Fu28pIACmiaX/WtY+Th3Xmzgbmdk3p/TINWtoo++hE0BCYYQHIv1uNp4CZbVzOzDsELrnTqUrQ9ciLwthsNAesi9/ahcY2RrSrq8MLrBrhcOEeo6F8Qfri98XVeGmZ6FnA9GmE1vSsX3yrHt3EdlOEM/CxcCkUiulWIGuxm8xJWfaSKLcB8VjZG3kokxcsMQ6bg4uJd3LqvlyXmuKRKCp9RMN53cC0Y61jRuQMxQbCJr5r4pxT/jlxV3bNxUJ4nWD9zNYl2gvH5iJPHLspOj4f65o8NOPWAInCXzXVxxdRBFuKglVcW6QXSeL8Px86E8I1ytw2njg0yy85TbxVKWwEfPtMXzWc453us95dj4uZtM/UUNHkcOhmYGSuesjZs61jKHIU4jnCHhbi88ieeyXPi0gyKFvXY2HMcYbGq5P6Zf+nZicPy4FT5C4A/rwdvo/OqXP9Gb5Z5nTuNoheOxCF/E4Fun9TLBbQSeEK4GEsJqE1pOLgOCRLyP3GyCprybNn3NfvBHxydbGSwS+WyZ3Q7GkYl4fio7pzbSPjMtC52XEGcZ2BS03bnLwreW+HFrVLPy4+7h6Gxi+ZPPD9564UMG93OnqeHTJX5TG5e0InlwPyttrBxYNCQ+74UmkVIHdhhcdPz69ZNdKhL9pBr/jm9/JTYAI4oM+PIYN3Qx8lU9yzB8tIYTz9mFX5lAeDhwbz7hxXCLC6lWnCopRXLONCfUvdCGcLSGhEARgzhPEkNoSi8VvPBp+vQMMLgfhVoH7z1jnPBSIQ3FjkHsSneN3R30cWKPjLNwSkZ6ndf+YPGjc7UNGyrROPzWeQorRg2ig9VZvogjACM6Sm+sVh9jbYPgFbc4zIAXHOSTGuZzd2pR63gxC+sxMNbRLgGL8oJlaYWkBTcqtIGzoPXgp7FxJOUF4alb3pLym3CS8mDdlbVVnJ0Ci1Ey55g3I/rALgu/OQ7so+dig0UeIabVRWofbDSSFq7bwTDwJ/s7X8JKbpV1wKIDCYBULjhcExqN1g9Ky2w0apv46lxmeCxYh2MmJm0t2NVhUK46A2vDNHJvOJ/Ie+ZriLT8QfKCyx2vA+5vYJTPunOWxmjC0QzdBKKz9FE5UdRHgjGs3nLfTlhX3uxJcYUXHF/HnA9/bY1zDdycxbqI1YGj81EKPXi6eJo6vrveCEOQeGG/b1ydIZoJVrsC3w/DNQ8OB/0aWc+MPRQfHXs/2XKhx8AfFeX1MYXyuTd6vNBNoBqQBqv1XJ0hyCB5RyyV71wAtVx8JPaBlc7FCV+bZR1MV24KHDpLU64OArAlsGP6cJdj4xc+8gOOL32QxiA5h08rmcB1CNIrz1Z4prM4uGD4IkJ1hm86cyY/E4VzR883rFHMefKLdIOHQS1ZcHla/VoeNGOo3lFG5RYXyuvO5VR+ZiPfPT0jwJKEfl0m8iFYXs9PNGectaiO+TWOxptYflM76ucN4pTAbgIjCFU6XRt2WMZp2EbHZkNSz3O6TBEVln5kLGMSYhncvOE3ClcXaTFibCeNT1qI3Lsgmumm8LQ4noPh2wp/7Afn/WAYz75EirNous6+XylYE/hlLtRgCE8Xfmk3vORZzouJixR2HXzDTqfEZeHJLqgafpLyO6+9fyVw0P/CH/xr+vf/u/+BQmPTwZe4Mu53wu3CWynYoFzFTp730ClmOTeWNdKOSowL+1DM6LxYw6nzqp1zIViHGqb0omScX9hr50vyUBqfxkLdiBrwl4WinVSg6eDwStsyLyFRfaepI1rHcdzx0U2apY2MnFlioDYFbzjPTLKeYxRUlWuYoajjkfD1baaYj9pIIWIUujeQM4s4Nmu4j87VzV8krdMjPIBaO0tQ1ES0Ka3cafHCkDj5OwIqcwQu+Dme6Iyy55Plsk5jlw5CCDAm6tgwN9X82GAsDcbkMEWZqVa8pfSGVYtoZ0c4emMJAdUOYtFa6FYofXAbk6d/lIo1DjGzDm4UtpxJa5oBo9IJ1ytbPji1871dqEM5R8Nbw8eYwaWX1sm9T72kGPaSsUawpcO68utzZzVT93k0ZVEw0XLuB8knoliqKJ9mjpsmEdRF6JnVwk/bHJV8N7MPtKrjqOd0/fYxLXLGTiLnQxQ+tZMGrQf4GdxzvbOqp3vDa59qUC+wtcaqc9T5k4EOkN4xbsqNNBhCE+7HyWndrBX2jmqf0z5tILUTnX0kwQ2yZcR0lkskDZnTU144WwZVnnwi58zlslB7Y+sdr9NxUd10WtjRURGuJfMW5nTbVTwlH6h9cI6sJZcyE7R9cq5sctNR3O0cK7aZkhtf3RNGBr9pO8NG1hiotSPnQVxWjjKIyU5PsgqmT9R4epSXqve03mFUupvlnifnYSjGer4w6MOAt0RrJluq1bmROc/x6NO5plyWSM0DRudkTnx5JmZdV8fnxzdu9oZxC8NmfC1EG7mXNjeJ3rE2cLtceD02cs78EBd+We48jciOYJfILXdg8GoGriu7NtavX1k/Gnf/oAEcB0/+ygm8ljvr+oQZFijsJTPwxGOWlv8kTXmVfzvoYtD1Sj5O+qjokGke3DZwjv/k3/rdcNB/JW4AIoZzNFyKGFFq6djLSjOT72O6ULRz1IYbc77bez+tYeERyhqKMVMI03Oh94rI5K7U1udpTQylzUU4HxMXMPqcBsIItVbsGPTesH4mRi8xUbTjvMd15eP+8RCCDLwN9PPEBSHXglWl5Qet1FiswCWGySgqJ9HZOW9tHF11JpKdp48ZUmnoBLO1hhVh3+60nOfJnJlz8FaQJjhxDCv4NJ2rPZfJVzcyS1HWUxnYNJV0z5eV89zx1uDNdCvEGHEic47fGLyAKXPG38ocBaxnpjIVhr139EH/9HQWaya+YAw8feKidfDsA+rn12Xc9LXIYIvPAAAgAElEQVT2fNJa+b+5e5MdSbIky/LQG5lZRFXNh8gBVV1AAf3/X9PoXhca1ZmVEeFmqiI8vJF6QZKeH+C5cJQAvjC4wUxVTYTfI6JL5zDGIHuTzCumrzz3HRHhFhKf9aS/9gNc8FArehr+g+AZ5bCfj/fcgiV4nATe8soaEy4GltWW8VqpfHt7N7TuHNTRfxfJqA+c3Q7o2QbbtlFUWZnk2pmts3pPfiU0HJ7ExDulvQQw0k64LNtfyslPMbNM5Wg7ojbXCc52C9xLSWmCHZvvuDm4JxtcZzFtZRTIPhCcJ6BsKVpqKgR8dPTWmP2izMrbbeXb7YOJoZxTMDNZ9rY/0nslRkNmPK/TlirnoGKXhFYvVEybKDmTUmIW21nx0UEf+Ak/ykFYrX04gtqF5SwA1GmzDCfhhYUoPMppl5CpPB67tfFS4NGatW5qgZQ4WufChs778WBLdusupSHBM2vlFmz7OqoQ5ySFgBsV3Q/q8z9EPKTA988f6GPHXY0UHFoqLkXOYVHwpEppF8KkPHY+bu+EMaAezNe85Cw2R/Jj8JZXSil8PZ+4OdmWherhl9vNUCDBdJuPVhj3lRQcb9uKqOPr68mJIsdkNpNUqQ/s+0ny5kmotUJTfO/0anj2z+vCD+HHv/6dj4+fiDFxHIdtpF+FJo729eAjrf8pewB/ihSQ8Vhgtmrr/c5x0GmPk+X+ZratodxcpDvju+yqePXkMoCGvk7HGgRZE34KzillFEtGDGGfJ7cUya2Rt5WzFP5BMv+rFe5LopTycnlOfOukGWhuUl1nK0Jojm/fNs694120EtHZRqh4JYyBOEUEFEsEPa/CLWbb9uvTBle9E5wnL5nWyssz7ClOTUZTO6lPcgxMJxyjsYZEx5I+0yVG6xQtDISQIqLKnNig0ysa3EvWshKjMOrJkjbKZYyk1QdmaUxVVIep7VrjPa7gLW45UmRRx1kL821h1sYm0GXidRBxyG1j309u4knbxuOxo9HxfV7cQ4Y+yNti+watUUcjuEj2iUsbY04kZoKbtDqQHCmj4JeVYwx+Xkzn+OWFpMIWF0615SjXHCEJQTrr1VBvgLMQAmUKH3nhXz530m3lLSZcKUhTjtbxOeFnJYaEtskcJzFk7tPhcuD54qyE2pCYeI6Oj5mM47bYReLj25steUlicw6ui7ws1G5Rw5+Dt5s7gz4r02XmVBaEehWiF47zi3t6494GvwmEFFAmXR23FJE++TpPcjK3QXUJ5172LFfoOkEnMZkJbc2RUcwnMZmkJbN34+MndVQ/aQn8HNwlIsN2En6EQNwbd4Q2K7M7cvRcU8nDE4fgk6ejhBCJ0zhVNVhF5TTaZctP5u2GPC7+kiN78qZxnQ4BwhppszMv24XxXri7jHabpdzH5D0mZA5S9vQJUydvSeizGf9mTXybwvPYUYnc00JplY+f3nn3dlD9df/Bx8cHf//6wV/e3+nHRUiJfj75x19ufD48ogsuHrYd3ITWlBQyBMEVkDG53++cdXJPgePx4HRCm5MinrclM0Zlz5HvPz75S3CGgl5utNp5uEpW0KbsZ4FbIsTEUGXzsIhwdSWGjTQnRRs1T1wZ/B9/+S+vrsbkp/vKOQb1iCDCx/sd1FGP/Q8/e/8UFYACqEOm5/MsfF0X1I5DOIfZl6I4u43UwlA7rfW1IbiXygyRDhQdlNFppgomp8BZT5o6kykPM/Ic10Wfg+M6KVOYtdoNzSfkpWTsLwdx8CZbOUfj8fW0sl/NKuaWldaUWicaklE78Vx1IN4hOeG8mYiGCJdMYg7UWi1h44306XwgEvDDHh4hBIZi8u8J1M5RDGcgWXEZ7jFzD5kQhDGtAvA+cLSLMiof642NxBztlTZxHKOypoy0QUyBJmoHpvc0VR69mac3iFFVg2MR+/BtSyZ5+340BjrCddUXpG9yHo0lb/i88HHb8H0iwWBh+3Gh3aqeOszDsEi0dNEc4Bx5W/FtksRmDLNVLlWq8yxTSap08ag4VIUijrMP5uyoUxvsq21enm7StPPx8UF0luGeL2Oo97bBumAo8TaNOZR0sJfK3iZ1VPZ64GJAZydEx5hw1U4f9rP+8TxfB3Yh4dCUqKOTX4yWOTtzGKPqljOtXOiw9/WaMsELH7cbYwzTWL5ERUEc3jsT2ogSk+M9RW7Oo3OaqMVZyke8VXyLWnXxvE6WGAhe8T7yfB5oV5aQ7XIgih8DPxRRx5zdbGpqba4R7L23+MyMHpzFMUMbzNJYNHA5pc2Bc5ZcG2OgcyDTvvabCtvLoOZeUMFNAnefCBhC5N0JHx6W2XkT84AbjXcS3WAThxc7ILYUTfHplHF1+xw7T4wRXLBk1avd+9d6sju4b3dGn/ycb4zHTnfwvE6+bXf254XkxG+P79ToOcWRxZPFPtfP62L4wNd58WM/6KIcbdIJfMSFU+Cn9Yb2wamwSOCXfMNPYV1Xrt5wKRHaZJeG3zLbZlvzMSfDkYTEXorh7+e0dnXI/PPHBwTHb+eTVg5Dm9RKKYVv9xvvzrzkn+fOlpc//Oz9UxwAiCVRKiDvGz0lULNuTa18i4EWA/+vNEJeOHpnDQujTb6HyVfyXE2J+UafDkfg8oO9V3R6QlgIvbKhdBz7VFyIqA88Any7LYaPQLlGocvCZzcx+z1HrqPRnWNkbIjTJxoDe3Y2vERQ77laxYun1oE2T7kqoQy+SkFX+xAtCn+7Lq4l8eO8OK/GniafNArWv/QBmjTEexyeVicDW9D6GoN+Fuo12K/GaIXUB/flRu0V52xZLIgz/r4bbCOSZqSHyf39Rm2FSzrnKKQg9OeFTojiiN5RguJq5R8IfJ47u4NvIzHOYvyb0Tnm5IHgdJJGQWUQ1kzKgdEKrgQ+loQEj6pjDdbSWCSyEHGz48ew0j4K0iubTLNzdatKQl4AR+4TXzqtDv56XRCiWbL6oElgr5aiulolqaV3YPLbHMTjya1fHNnxeMUkY7b4bZ12A2NZKFNoIrjoaCIcZ+cWM8/ZuFSJU8ijowFSyOjo3J0nnAWXPEUbS+m8dWULDq0ns6sxjSZEdazJcRP4UPD1ZJMA5+TUjqZEKJ23dSXNwc86SCheBz/FSCumEf0WhX9wwn0OhlPjZmESorlt1DkQaUTvcA7SsrBMxdVGT5G9wdoj8+zEpCSvlGGSpNVb27IywStrHdzEMaWiAbY108fFaBeLC7hhS5EuLWwR/Cz4pvhScFrxS+A4KzlklgDUi3U6fl5WgodtXYhO0Nn4EMe79/xM4ieX6d0uZG4Ornpy1MYW72Qn3GTyOD4B5U2Esn+R31akNj5i4hyD3gPhYZbAFjLH1UkSOcughYXHsZPUcZ2NGBNhAiI0UUIIdAmc4pkhMBBKabQ++d4LP4VEacO+ppQ5Px/glM9rZzZlcxbX3n2w0W0XmyFtif062VyiDGUsib/8/EG9Cj1FXFN++6x8eMd/vW9QK3/5+KBPu+wej7/hRoXauW0b8p/w9P5THAA2h57o6MhVcH1QZqXNQehKP4thVcUh1XrQ+/4w3seAqIoXMVDcvzOyHbjgOK9G64oTWJdssmovZovqtuSyl53hsJuXTs5mPcrWGrMPUl4Yr32DiUG8+rCbftdJjtaSse/FfK7uZqe+CPQgXLMyW0W6DSq998x/l8qLIGoDWbJtQoYQ0BCocyLLgqbINQaSM6LB0AbyEulJ4CjVYFyzg7OKZczJVXYb9sWF+tiZZ2WIGbxmVzyelIyu+LHdyTiGTlQM0pdzNj7QnCb2mM16w+IIwRbvEsKWHasXar2YzoQ3+yiM42CJkalKSgEXbMCZnDBGwyWTrXvElIoo77fN2h3VbnU5JTQbHPC+ZGZt+An3JSN46lTaUGLML/yuzTV6B/UOl15b1dNumvtZTNARje/z3L8AeJyXNeuZvKUb8+z0WrnaxdCO9ouFyWyVLJ4wO8HJ79L7kDzLfWN6WHMiOc+oDcVAh0x7uKjYHoV4R1NlzRmmsnhHawWcsgTbgPfekxG8j1QdL4yHwQHnNF+F4YIn3gWcz8ir4kEH2TvSsjAE2mv7Pa4RCYZSBzvQZk70q7yW60zMJGPSa+Oa1dovTHoS8osdNeerMvdCb4b6kOTRJeJSROcgZ2sDttYIKdBa43kePK/ThEviGAprCGhvVmmfhRgjOifZB5IPLD4ZVmVJCMq3b99ss134Hdch0X4ukUAZHbaMLAuPaYt6ITpkWSjTZohx3Rh1oLVxnifDO8aY9ON6tegCtxDo5SLnyJI9B4rvAx8Dc3Y8ysfbG2ct3H76ICyZ4+tBQHEyyKqkPniLEamVoIIfyuqEue+08yAtmbQYusbnjOrg8+s72/2Dv39+EQTavrNtG5dTSwNWmyX90def4gAQIAaDTyVV4jQheMSBT+xBiCg/X8KYDZkKi2f2i38kEXYThdRaX1TOSVaPqKCLpwzbMH1oo/UCOukyQGyucE2htGk3yBDp5cA7EBdBXoM7YC+2Cn6qtQFElct5zmbD4uGFXTvuLfOjPek6+V4KZ7vwwaEps6vyniJLtfjo43riWyC3Sb8OnvtFOzva4LMq9QXc6ldh14rvBcJkiq3qEz2HVwZKmkIbk5EDx7AeaxbP/zp+sM+LX5Y3Uozm7+2QYuTrPPkaB16MjtkChD6I68bfZODwbCqUxfDM4gITIQ9YhyK90oGzKrM2OsLpQOVEvednH/iI4UXbNDR008E8++uhVPl12ZCYGGsmu0k4D95D4lvOVDqPF+9+zMpPKbChIJbq8lTUN1z25oLInu96EmfnLvaB/fvV2PrkJ2w3pE+DDY7Wkd75lgzd8VNeOHRSKTAO1JuPYM2ZIyg9ZSiTxqSNzsgLj97QUtA5+Zd+8jetnKUYwdabNavR6QsgnkMnfx+VHgL7GOgifOs2RA9OyN6W7h7nwZLMKKezs0pni4K6zlE7b3kjTSHnSDm+SL0xHzthCs8y6S4QYmZOq6y/RuNt3VjoPI4fhFtEotEsGcLRTrhlugT8DAQXuXzgCokcF1uo65OmzuTxrrxwFw3thdZBfKC5gTrDkuzlopaT6ANtDrpOZoC9XGwhs6jDzUmYk+pNx/p0ZutKdRDGNJKtBFqrPLXS26DUgeB47E86Sh2NqCZK/7dhl4iQHf/WvzOuyk/bgkblGMVaibXTXGXXB8tis7UmJghKOLw4PnJgk4nrjXsQfILmBr8o1DiI5eR92eiixNHZWqfWwt4K28eNep382jv3O1S5kGFx1vuacH7A+eD9tnEB3imyPymq3EZnp+M/bpRyEZaFj+T5b7d35vCIGu34VFsQ/aOvP80BMKaVnjN5NHrcEMqA56jMbh/Wgg341FmPPrnA9/1B9YCHJQtu6qvH+7phjcn6Ytv32nATU+K5QIiGL/jLcrcUxf1On2p8HIwYSDdEwhh2g62jEyUiQ6mj0oaJXvZWuLqB2mRM8lRaG9zXjZuPjKuyX3az+dx3CoZxjmtmBEGjZ3ibbYBjDEWmsrqA9IkCUQxTXKcw20S68qzVpNbR4oEDpV4Vlf/AQr8tC0zlGI0yOqpCF6ViisvovMlfgC7KljeoHT+h9GGkzjkYo3P1QWfihvIWMld5qTF9NEw2wg2rXOZRaGKS+M0bZjcGW/qKyX695oVeOlc9uanhOgiBVi9qOwjB4cdgS5neO1/7k6tXVCZzDpaQuKWFWYuRWTG6ZXLg/OQmEEYzxkqr1mfGwHIpJdpLm6kY0yd5q878FmGx23X0gXp0TjVAICFSnaNPJflE9Y4CfIQFeV60YSjt8cKDq04Ui106hfe8kpx/VX7gtZOJ1paqZoXL3i4et9X6vCEEtFVEIYsjjI7zBgv8y89/QWNm2xKZQfSBqULtdiDPaX/nuT+ZOHJYqLspIX10iNh75HntlHqSJJjIfipBzfE858QrhOko7eAeI8yOS5GcVgL6e8qpHJaM8imR0n8ku3yKtFr56X7n30n2Xl+JKIchk0NEW2NZE0FgCY46C3nLLMFzz5nsABlsy2p7Oi8KavSJX/OGTCVJ5N1Fwmtnou2NRV4ARSZpTH7JC4GJ0skxUo+DkCJhy+Z3zoljWhU2zovA5FvK3F20FGLr+GH4iHBbWGPC64QB23LjMSb17JBXDlEOUb7vn9YZiAtPB90Jq8LPS34B8wZxKO8hkEbhHm1e2Oi00YkqBG//6QsY+Udef4oDgFd56mLgLIUxjA1UaGyS+Hi1HvK31d5Y3mQeV7MtU5cCMJFp26a1Vr7GRdPJPS2/R9ZaaZAWfjt2/DCmTXy/8bX/IIVAK69InyoV5cf+yeN8cl0XQcy6xcvWVMfkHhPbNE6MescSAkuI9AY6jD1SjpOOce23vFnbZblxNGW6wFknDqWIY8REzt6GtXOyRUfbd35opwRYh+PHeTGIHKqQLO7ppnDUykO7wc0mZGzT+ZLJUBvWuRy45qSqCbVlKm/riq9KSoux8FUo14UqhBduW17GKC8Wi9zSxiGDv44Tv63M0ujj4qgnydtiUnSZ27JSUuAxJm0OhuvmD5g2a8nA/tj58sOQ0U0J28LuprUnpqceJw5b288hssREyhveRW55YfbOvLptqzol1MJtTsrLZpaAb7f1RayctgMQIkE70gs5JtR5EM9vzye9KLNih3lrhoxok81FQrNY8Rymqjz3g+gTxRsixHVw0+KQ+74zhg2Z31Myf4ITFoEVkFbYBFzpPOegNEvqTIG/P7/jc8A5CM4uAxPhlu7E5lnokCGK59uy8f08eQzDh2xLIETHkqMlaGZnuM7ZLt7yCk151oEPdvDabsfk6yjc1ju3tDCY5I8FT2XzQn+12PIre78A8yiseSGHiLRmlVWv3HzgHkCH3VDzGPzz242fk+fWL/77xxtZm1m6giekRAiBNCdelEXh1+1GqZUlOXK7zDkwhaVPHBdLDMyrknHWjkuB0S/8GPB1suigzYI6YYne3MVhIRG4vDK98KvLbN0RQ+A9RG45sCXPOibvwBoDi07+aQ18BOEf88KvITMY5A6NwbZ6olo4xOcF383BsThItXD76Y0RHD/5BT/hHIVf379RSiMsK+t0rPjX5bGTZ0FH5WP7oH4/eEuZx9cPToXPVvHLyxzXKm8h247OH3z9KQ4AVSUGW7hJw7H5RJkXtyUTyjDwlxPmflmPz3keZUeWRFIh9MlQDLUbErVeNFHTID5PRq+QAvntZjdgbw/qth+U86AuHt8mWa38UxylDdLHnXS/E0JAnAKONGB4c8yKYg+eIUQJtGIP/DqVHrx9+LxQow2JWzVhjapahlcMWBe7ohVoyrwqdZrvds5OZTKWQNXOHBBuyeiJXjn7hW+D3qCnjMTEWUyG4h0E7+ljWsQWJbTXIRkTNCV0E0zw0iuOMdAXqOzqjV0U1zv5pdxsoxP6YBwXmgMlGmzNlgmNmImzeUcCyutG63PiOY3ZL6JoNP+pjI4PjhbsjdyiEUy1N7b1jaDOYrPRgQxuMeOrDY5nV8pZGKObQlM8oyvbmhEm1QVyWnm0ytEai3Mszqor1Ibdt+gZ7UScvcfikhnO2U196svMJly1Ik655UTslpAKKlZhinmCtTROL+gtk4LNcIJPlrwZyrguvEJrhTKNSFtLwQdnSaLsKNdlPf9fv/HohRACP76+uN1uxFfVG1ygqDK8CXfqfpqfOtr3f44BUTj3T6I3RtPQDmtAu0LtxGwqSZ3Curwh6kjLSq2TKY46q1FQBaYD99oT6d3mIV4jBPvZZF4XldlM29o63lmseY7OGh1rHbyJZ+lKmLawtYVgWOqcTMGJoK+DtNaLJUfa6/a9uoj0jgoUGRxjkFy2RJl3dOdYnafWytwyMTqOfnCswXSLs1HKCc5xova1e8+jG02YKdR2obOztMY6bQ7mvPCzE97FpEeUjnhHjw6vnf3acVu0Zc3PA+cCYVnxwVp5uTf2/sTVC3ed5DEpn0/UKb0W3rswjh22Fc0r37aFLQe+t8JY76gE3GLek/t2Z2AD+/7q/ff6xzeB/xQHgKht+bXWQDp1VoJGZAjh7vGLJ7hAzquVXr0TY6b2hgYhxsQ6rVVQM8iaWAm2JepsL4DR0f3kVx9Yr8auA/12YwmZv5AIIkxssHLH8Uuy1E4WQTzUOejXiQ8bjU5AoGHkxHcjR5ZSWJeFxU90XIh35BC5zcDmPJInLhr2YYuOo520VpjSQQpOFBVHdNO2ZLsQY8ZflbtP1vs7BqNXy3B3oSWHhoErFT87OS/gAzPA9/OJn7CK0MbgEmVxjtAKLngOsCFc9Oy1o5IoEvjrrMwU+VhvEIWnG1QCfcI+jWlOn8QxDPLlhaLKs3Zqb4wxeHb7oIfeuaHkMV8Kxkndnwz1jLywBM+3YUt6Hrg7y/v/7XhQg5hdrU1EDbmrOfF1megkLPawX5Zoi2M62ctFd473kGnV+OkOWIJFGuN9YUYsKaLOvNCz4VcrwTfvWbw3pnvptDHxMTDE8f3xxbKtnFfFi2OJDhmVZQjv4onlRHrhLI2Ub/jji7Rk/qYTjZFjNJr31Gl/v19uHHvBORuOMiaLePpXo1XzH3vvOY6DvZppLCvU1zxl74MZI6kW8oCnCk8XeDwvussco1lS6oJ2wNE71Vk1JR4uPzj7QZrVWFgRXBC8Cm7YzX/OzjIaiwI4gsB0negGx/HF1ygcc3BzkTfv+OW2EKeyMfkWJouzNNI1KpoDj174l7/9KzN5vqptyKoOvhTKMchTOGezDXV1PFrj0RvDOaYKuXmCm0w3mBjGZbRuh+C2cPXBc04+wsovuzJcoBEowZlMfXgmyuFsJyfoZAnK6gOqyl9V+WQQx6T2wf8nif+FY0aoYlXhZ3CgkSXceB6D4SI/RuOrF/Dw3AuHev5+FX52b3z3wrUthOVGfrvhSiXLpAdHTht+DNo4+NfPi0+3WWUqnb+9Ohc/B8Hr4LwaPm68+QVVYaY/vsb1pzgAnMirfz5ZlmxuYJkEB/tpD1Iv1u8s3Yabbg4CShuTo1sCJrwSJmertuHoHDE4qzC64kV5jmrIZ5RTJlctgOBiNGNXb5yu86gnURyPazcn7rD2xDGbycencdQHyiiXcdiTcUwANhe5hWwZ+lEMwewGy2KJlDoVWSwN02KgiQVQvMBksC62dj+73XzTtJt2Sslk2wDhla4J0ZSaal+XPdQGb2kl54w22xKtvdmgVF/LayI24MORg6f1ztUt9vi9XPy4LuY0MuWzVqbzLN7aWEOUS9XacMMxKohLZl1ymaKTNpXkM7RB8J5arFebthtXPSmlvLDTdvDWXii9kdTx09sb84Wg/t3r4ALHKKxL4tTJ91H5lhOxVyREorOsew1COU7EA3MirxajF8d+Pum1kYajlMYSEwsQBKJ3dtB3m3+EEFDvQT2qwv1uK/khBNronFfFvWKHMyVmdJxXZVkW9v3BErNhG3SwrZlVjHCrPuCD3XzNqmbVZPaBMiZFB95bOuzfW3ATQ1c75+ilI3jW1RagfN44ThvK9teS3FEuZrU52BQHIjjsvaI+sbdhmPJmiAe5GldvfK9PWnKEJZvKECVm2xPZnHCPgeSMP5Vi4C0trC4SnFjrQyZbTrznzHuIvKfMPKzKvLSxf35H+sWoxTDIDnxQtrCwrivHqIRgak+NER2GptjE4URJztSr2sfv73WnhhSvo1v6pr/asnMizpSO3nuiWJtwn43ruvCvVmtR5e/l4tKBTlvgFBdIPtEvq5Q+S0PzhqDoBLSgDs45KW2wuIRXx5wvArBCmRU/g1Wgt42rD357HtYB8JEfs3Ng6b/hrAoq+xcNz6N2fn35nmu0akVEca3wr/uDz8s24v/ws/cP/wn/Ca/hhCV4+hDOKryFlUngxxgWsexACoSMGZdEeZPIxwzEnMhrpk9bX3dX5VvMJAKldvtwdkXEE12mjY5Gz5sGPi4b0j3F8LNNTRByE+HuHNIG79uNJWWiT9YDjkYE/WV5p4qy5sjSHCuJW164xQwaKAh1Cp+tEl2il864BtfXzlgSlyrpipTW6VdDOtai6J0eHH8/n0yv1F5o3tH8S7snJ2efVBHrs/oA02J4YXq8CqKGEP4xGp+z01xgSgIXSPc7Q2zBrGN6y7M8mdhDI4TAm2R+CStZByxvjBb4KTo6nYdMincsU7kP0JzNqZDMfSBT8UNhTfTeOXXyG5ND7bBpCo9a2baNIeC8bZX6vIBPFDw1JH48DwTH51V46qDJ5G+nxeu8DuQ8yCHy9zZ5dBt4Tm+9cj8EnRXaIMeMc57zUs5DucXM6qGIp6+ZSwdOAt98pD7NgSApgEzCaLjxspoFz+dzZ2Zj4KwSIGS+HxeqytUHl7MIZDkKToT/mRx/PQpBM//2/YuZN74/DmZR/BCOXi2Zpp3f1FF9oils0ZNHs0FuShxTiT5Tlsj/0J0lmgPjsx/MYIdWvifccfA2hZA865LIi9B75SN4Vj+pedKi4ov16uejkVj5HwHCmomt81PMSDXnQO8vnAqDsDiSNt7VkYNl3X/NKzc9WaXgvHDpeLWIOmMopU2OftEWwamndEdc3vg///m/M0ohZsdP6nHnYOpJbztXb1ZVq+N5No7k+aqFKt2oo60SqsVF2xx4L8yk+BSgNu5pwWVPXAJuFJJ47stGj46xZkZp3FRI+to1ijYnCUtGnfkmokz+pV7sCvfZCb2yt06pxgP7x6581sGPY2d5hT1OL5TjwX3AMQsXhX8ON04a/xRW8vPCz0KKwkw3runYZHJzSiYjNeIi/MOaWFNmzEmtP7hnT9wHv2rin0JmEbO9iQjpfxca6ByT0gc+RZO/dzVm/sv122pljQu//fabJXJULF8/B9dRaGfFhUAV85POYpq44cCJRRCbGmAsJ3PIOlU7zWtnTntwqRPGa7cghAAxch2X3aK9ggvWyhCh6TTfbB20YbeI1qxEBCtfY7LUi4rdIh2et9s79SovVpkMgEgAACAASURBVJCYPSsGkne0V+/fUv4GU8vbSjsP6lVsfjFsj0DVzGJt2GEwvCDOrFtzKmtINvgFSm8MhFEtj917xU9LK12XtUzCshBjJGA3xdErDs+1nzZQAFaX0TFtO1YtSumDOZhnm/Yz8zD6xSKeAuhLracCRyvw+nVrgzEUnLef88vF7BAex/67T3lEx0yJGBN53QjDIxLwJLIGmmKZ82pE0eBsprIsGxI859UpTUnLCuKYbTJfJf2oDVGlDBuCbnkhOUtXiE7WFMnBEkujdcMCXJWczYDmVFhSRqOx6UWxPntKNOcory1PVcXnhcd10HXaXgD8vlNi/unO6I16neafXjLaTG4zsX+3qzTO3nk+nzawD4l6mUa1t4aPER8Sbjp6n/ZenNY3vnqjdqjDdjxm71YJ50C5rBX5thpG+u4EGZUqEwkBPzqzXuAcUztLsD2DViprSoTwqk69/f3XaKhMht1N8Es0I13whBQpvaNheVnnJvm2cRQ7SLdltbZXsaG4BodsmatO22yeA4kJiYmiym/Pp7HDsMTW1Qe1dOaEjvD19bSN/+NJLcZDanVwjsFVC9qtGlia4uvgqhWm4hWudnHqpIxpnufrpA3H97OgkklxI+Dw2XPJ5Ha70S9LV3UHrSrLGujngasvkN/olGo8JB8jVy08j0JvZg78bBU9TtYg5NudPiwtOFVZUuZ8nmwpsuWEm+UPP3v/FAdAQPA54ejg4O/dUAauFY5SybeN33585/7tV2O1F+W3WXncIovPbD7bco86vpcLt21470A76ECcM6Z/ClxXBR/4oY25JHROFg14Ha82QKD7wIXwvV7k93ejTgItdG5h4REnn2pDPRcD3c0XkEuNJx+UQxowiNHTS2W+UASP88FdPUHgkMISPEXtDTmDA28R2FtY0GYH0xozXm2JafEb7SyIeI4CfXjO1pleGFgaiRA5rsKmkWUYcC45sbQEwrbd0VZZNOAaOBf5/O0TcJyjcfhOicJjTKL3Fv98wcq8CjKF4hI9Zka5mAJFHLNPLgbjtqCnzUkW8SwEmID3RHXc4gIIUZK1UrTgRdhewp91S2S1zeSrdROt7I3rUYxCWgZHHTxq5wPPVk3+4dXYOfoaCGsfuGy3JOfAL6+YKJ6kVsVQbIgs3jGrzS+O42I2O6Sm87RuOs5aD+5LtqHwthKdh26QOV6Vj45p/uqhfNNIFk9xg0qhO9AcqNHeW1tIhLOhIrwtAZ3gtpUaPUcbkBx9XKQB3juC9/zsN/LN5hWudJO07DsDa2P80EZ59cQ7ngrswfPVrTUi6ujikFee/SkXv47OPWQu6VxOiNEjDEaHWicMeyB5EVz26JgUV5gR2iV8Pi5b4NoPSqtG0r0ssMEAXydr9Ei/qNr4Yr5SaMJjVK5+WbtFPcdpTK/1faPUE1c63x8PLqd8HSdlTH67LuqcoMLiM5FIVeEhjt/KiaTEj71R4g1dIj/mZGoku0QPwhEETdGAcxPcsjCHJ20rMwRaF96WDYDmEw1TOP77gfTXmOhibdzDBZiD0C9+7BdPJm149qK0xSNfO3XL/Obgx1D8unJzyiLw235xDeGQxnX3+HXjMybW6FnU8aNO0nbjaDu/zeP3hbbVB3IQ6xf/wdef4gBQAYr1aCWYfKWL3chvaWE6QZdIfXF5orOhY6kVL8pRC2vKJO+IOdMntP1ijYvZxKbFCnXAuq72Z6vQT4NqNXW2Wal209I+oHbeN8Mp92swSsf1wWcx85OfQDDEMKrWKxVb3BljQLDFlF07TixPLSkQ84pE2wa9bze8KGteWJaFWivBOSaOZvBLnJjApglsIXFcF25NNJ1s253Zhw2kyzQP7Iuro97RdFgV5Bz1vPDRqKtj2Kyg0pleYZqz2CnEkJldiRJJyWYTfU6LlOrgMSpjToLzFqt8RdHGaKwugDp+XEahpHRq7+yt0BEc8jsNs/fOUS68M7KoNsPvnrVSSkXUkjlveSWKQ7xtapdppNe3W0Y8lFIYU/lq1Ya8MXKNxsRaf9obHoXXMpmq7VfMNildIXqrYqp5VnO6saaVpoALxlFyYl+r98x6ElJGu7WlwmLAvKhi/egX8mKUiyGOMkFcwClMFykdixIuhngerXNpJ47GFQK/XaY6FGBXq+5CSDzLaaiCageu/Q54nAeEyFAhBqOs4tRaI07o0bwO9xhfSbZJnDBrsaSK2O7J1Tpj8hK/G73Sq8VYNS6os89lOQpDBm9vb6hM6muOMZ0yo+BdNNBhXNBi/95NeVFyPUK01kUv5OQILiJiARC7OQttKmcpTKwS995TpgH8lhDJ3v8umV9CpLRC83CeJz9tG1/PT9x95auc4IzU60KmKBzlYssLAbiKXaTmnBwYJXVOwAn/9vikI3Ce0Iq12hBGufiIgTEa+bYynSBtsLjA9vGGLIk2J33CUZ54H3lcja9aWdY7x9WJrxTi27rwbV1IHsRN4lDWPlmXxfYuvOexfxFQVm8XmTEb/XhyfX2Zw/sPvv4cNFCEWjtL2PBJGOfB6m3xp85CO20QFpaVifLpO29u4e49fV7MRWjXJIdAclC8MT3cC1/sYsI1K8VHLdzFUfrg0MnbsnGK4qeQQjKUwGi45KE0XGm07FHv+KgeAnyw8hiNoi/w14shkuugoywh8eYz3dsD5zErg0Fq/L5Q5odQvnaiiCVznOMCrqvghrDGRNXJHIrqJEjCNWxbRgQ/B2sQLhp+etyctGZgPbkusgs0lD6h62ULMdP8AjIuljVx6kDw7KWTYkDHZH310d2c1LNyRY/4QeiTBkjw1rXppnNUPE6VWwyc/cSFyLtkdFQeS2BzwuIdvTncCIzYKLMRJXC7rTAbqpGihZgzvg1it9t6FyUMYExmVCu3R2J6a9stc/CgEUMkycpJx/XL6JLT89TKz5j45bwmcyoSFJcCQ4UuELPneD5w/kb0nn5dxOipzvYGluHos1urZgaWuPCvz+/cl5VnOYkzErzn6zrxMnAIMSeqeGp/IOlGK1Ztta8TnxOtT2qvjOAYq0dcJCL0oFapTcfVG+Ft4evri0NOYo50UUiBjsPptAPrdvv9Iuhl4PW1nISgGf7v/+v/4b/903/hv/7TP0A3DIb3A5ciTmzIKDKZoeG6JykMVU4xdeb5PPDLnf3qZCdU8fir0E5HFcceBDcHfnq6Dzxa5z1FammIT1SxofYMQkiZuHe0FC6vnOfBe17516uwpY0yG49WiTHjZILA+ThI0fMeFrQMPmdDq6P1Qg3CSeVjXYiquCUS5uDntFCGRTYdwiqwjBMRR0ybtXpm5+3tjXEc7IfZz2KxIXoVjOHkHCMljh+fkDOHwC+l0/nkTReO7z+QnMm3d9p5MEaFKUjrvN8Xun/jf56NTR0fLhP2wrt4HnjKVfglGeju5hcigZ8WRUNid4PlHng+O/n2wd/qgQ+J9vlFervxkRx9P/kp/G9SAQAQAn1aT9p7j2uT7BLqAzkFAo6zV47a8CkTBT4/P5EQGbUTXrhk4/q/3uDO4SUY41utTxmiEMQRc0KTlXZzFKsSum3/5iXZ4pLyImw6Sm/me52v3qoT65d322QcYxibxItRGs+Tn33gZ4mk4K2XPJX3NfItRe5OWJNnRVijY/G2wBVf3y+vJEgIAd+N4CjeEQbUZiv29Sr0OXDOuDgp31AxP0J4+Y+jOMMJqLI/npY6alb5RLE+ewwmNJ8oRQdtDqYKy7KxiHBfIuIdb8tGqIP2mgusOREQ1ryg/57CGpNRCqKm3aQpbS/0+kpttMJ8LVn1aomk4SIhJXQMgnPGpQfaS0bftRusa1iPP/hErR0dk5QiOUdkdEv8uIAPgfH6f0Mh+MQaE/d1ZbiJTxFRuzDQBvdkVSGvyGIIgewCvV644M2jK3bb+toPvn37Rhmd+7pRz4t9NtL7SvQG4TtqMTVhCPjRDFvhBR+E6O3f4na7MVDUC20oexu0xxe3GNjnYHhPuwq3ZWUJnjimIYZL4TxPqihzDPpVuGqj1c4clnFXEc5a8Wnl51/+gY+//IWzdVrpBHF8LwfnmHx/PBjicFNppSDe0+dgeAHvaEPxOdHbpJyFPpQqEGJGXDSFYzeh1HEWapmUUtivYnMG6ebsQCitM/pEdCDR0YcgPvNo1v7cS+U4LsAZJZfX74m2hT96p9b2/3P3bj+zbel91jPOc86q+tZh7+7t7raRI2SsBGIUsKIgAeICI7hAIIEE3BAJpEhA/gCugDu4QCC4IRyUIyECfIFN4ijYJhaxFWPZstRYcXxq2bhPe++1vmPNwzi9g4u3essKARt3FKyUtPWtVVr7W59qVc05xjt+v+fBu4SZJ0JK2novjZoL5qh453jariTrWYYjjK6fAWcYTUeStWYanT4MLy8veG+JlxPRepy1DAMVUYF8KWxVOL19ozvxI+MuZwgzwzp8VIPhuq46QuxKNDidZvZ1o2Vt6hpvMNEpm+l2fli7SqmSFU7AaT+Ix87ZqWUuryt3MSo1NTpC23lz0vHvGIbz6cRp+nskBmqMIRmgNWiGaCLDWNaXK7YpP2aPohz7yeNL5mE7CG/e3FwQiSGVSuXaBskH5Ci8HAe5wZwW2m3LuG47961hh2PJAsExp0T5FiROoJVGFEuyEQkB0+GOgHgYxvHsNBrphyFbg8uND4h44C4G7sLg9YcnbDs4ZOONdaSmI6XX3hOrVrxPWE5LxBjw3vIqJKYqvHThRQZ1XaEUjAcbLLllogje6w1MkdEGI4O6H9CEyQVeWuaJinEBRmcyE4GIDUPPCEYEl7QQ1Rzz5Bllx82BJ2k0F8i131wFnbDdRkb14HQ+68qpd6Q1EkIuu46WbqIWdzlxtMrdddeET7zgYqJTcTaQxPEmJYx39DGgHvS96rx8dFa9lbPERQ+brcVaxzJNZLcTosMgNCssNmLWSnJgmrCL5f2xYWzhfCuoreuOF8HScC7Qsmhxr2a8iXhJxK6H/43Bfjug9mOoctAYluGw0miLjhpc8LQhhCkpZG6rGIK+5mtlFs+6V5IEgjiuUtmSJ7eOb437Tz/9rHzYJ4+cAnfzBeMDNYAYLe0hg7Q3TuXmCpgccQocNMZQqFk2YKaAvVFuN6NgtKcN/vKP/lWcMxzHoaawZDEuYX1giZbRM+/FYcOZp3zwEi2Po9FuqIu9DYpxNB8oePat874crKPRR+Gtt4S96chnDJUkNeElN9ZiyCIY50ljoe2GDcPjdijkMReuufPKL4TgWGLCYWi5MXInjMEoO0Y6L6axJ0vYhW4b1Q7O1fD7RmI2ln1Y6J7Tq1e8Oza8aZylI2XHmIGb7rjugp11/Gqy4bS85tl1tlawMfGw7fih2PljmdmHIbbKNe+07eAjH3moK6Ya7kemz4Em9dZ81h2Hj4ZrU3FL2jN3w7H1wns52K1hq5k5GoLtfLjM3DF47eHDUyTMC81HHtbOsIngGonKH5gmvu888coWPkqW+vLC0/OV37j+PVIEGzK4i3qwYS2IdGrbeX2euThtVBoC49DVd8mNeZ5ZXzaC93QjDA+jC14a+diwYcJPM9a7z3YVuVXicgEs0orGv1xkvWaiT4qBkEIWgw8ztjVG07KJvzVe93xwjio4GUONTSZ4thveeOqDVy5waVW9o97jh3BJAef0IK2iUmt722HkWhWUxVCtoLHMIWFDBKfkRbAU0NFWAyuW2psmlEJAYiTXQ5k6cWLxKrhpXdNPfTScsdTaCcmrArKpF1lESNNCGIZXQZntxg6sU66OjxF8wIXAw7Gy7Tum6craWjSaaazKa/Khc/nbSjqPjLeCHU2F7L2zl0zvld4Ea7x2P6RpI1Qsp5A4joM89EZrQS9EA/ywHDkznFJc9tqwxmNMIANT8Jyso4qqAq1Y0jzxUgr29uHebyKclm/gNhlUNLESnMMbczPMaRa81s7RDr0RNe2twC1FJNqnaK1z9MrWNFLYRX3K19bxPhAFXNMxpPee0zQrhykEQlGr1XocmI66KazhZNUD22LgagTbG4uSjD6zeD3tqy5EWmEfjX3fmX3E3w4S/+l/4h+n5StCxy4z+77jjaW2TnARupCmwFE7TeDYK64N+lEoA3YZbKVQMOy9Y7yjYelO28GlFB3VMTD1tmO6jbnisvDw8sy1FSqi8/LgSSkhw2jggcG+r7fXuDJNk04AgkdaZ7aWyQeCT/RaYXL0ozC6vpa7NIrh9t7Rs7tlWbjmTFgiMSxEE3CSucyenCvWeqzp3L88YOLMZV4wvXKeJ+U2tYY9KskHTcjZQJrObCKcrV70T1OCVonOg3V4H3WxVhWgGGNkHeqtXlzEd0NmUIB9yxAT97VTfMS4QAE26XxSCmNSnPkQICbe58z9UXB98KXXrzklzwevXyn599t8/LY3AGPMnzTGfGKM+YXf8txbY8yPGmN+5fb1ze15Y4z5z40xv2qM+bIx5h/5nfwQxgweS8UOODswUviimzkD96HS6ZxKZkkWJ5b5cqIfanPaSiW5yN4zdTL4bvDWMdWDUHdkKI/cdd0ZjLwTR2XPnRHP1Fw4BcfadvZSCWYimkApGzkYnnFsRQ8OPUI7O47HDX+rw+9HoY4DbxofYPlgmmBUIop6PhnP7CzBGJ6fN+5fDq4i9KSqup4zT8FxzQp1k+iwZsC2kWunGEeIBikHkw/sIeFrwxtovXNxntqErYNYT/ORXCDujiUGrCgdtYdAHgOCFmYwBjMqVjo1H2Q7aKXjq3B4oTkDdbA5z3srpFrxTfgoOKbRCNFx7CtX6dTgka43Src4cluZW+O+H1gTbipBHe/FJpymxF6bHkDWg0M6aYq4NhhOWHvFhXQ74Fc+UzQVg9x2A14l3S4iMrEOQ+sbi9MV1mEEaYPiLA+9sPfB+TJx9CsLg8V0nmWlR4OfZ3YrQMEZjQHuo2AXRx+GWoRmDdlZijU479mzkGTmYHB4Tzs6s/PMFU42sFnYq7ZnzTnw1LOKTKwji+j3DY42Ra4vG8ZZtr4RP3fh/fMDYXiKwPteeRqFOgrzPJMFDgvShOQibS/M84R1Ay/gQsLMkaPurE/33CXDb378DcpNgNOGcMVjjCf6wDfyyruu2s+vWotME7lmngZcnQYo0mS1wHVknmrhm62y1YmnXJWqOixxjgQKl8mzWeG+CU06tW28DjMf2ZnnsZFjxza4PzK/6Q2ftE4KllOKHEb0IrjveCM4EaqDdViCnUi1s6TEcz2Y/cKpCzkK76Nizwvacg5bRfZdEzvXjpNO7XA1hmfrGDUg1bKFgZsN/vmFUQvrtSDD8VwzIwVoGsaQZBTfjVHOTxPacDzvq+LDh4VyYOTANljEE42nYnixg7YE7LB86BKjd56Nx7gIGb78jUd+OQt/7RB+rE18emgi7SQHl1p5azohXzGTYZktn4uG68sD3zud+DAffCF+++v338l3+NPAP/u3PPfvAj8+xvge4Mdvvwf454Dvuf33x4D/4nf6g7hhcCHRvCYJxGuSJTXLq8uF4BPsmiDptWl6wzlmH8n7gc0CGfoScTGQ/USxltHher2y1hcIYHxCRHh9nsnHDk7NRpPXFU1ulSnpCqRb8HXj88nyagoswRJbx3uLGaIuXxqfmxbepkCaLKZmTjZo09fpTBHAW3RWHXRuV7adZVkgBtx24PAUr+kCazx2WYjJYm9OAn/TA1ozICX2fmvoXp8J3uLswLZKP1acRS1obcdMlt50PFNqxxOZXKLfWqViDVYMyUbln1hLyF1drN5QWqOtO9EEamvstSLW33ZVAWsj1E60OmKzA0VITBdlnAeHGL2BLtOsf0eI2BToxjAE2tGwztOCjnqsDKQ2LI50PnNgMUR6zgxjUNmh4SiNGAU/MqU1enRE4GIjfg66KjUDYyEfHfGJFvW9dUkzXnQFm3uj9aEx0lvqpuwFFy0xBD3Yc57WCnndaHWncij++nrVnY0Z9Emxx8k4Tq8v5NoZ68FkLNOrCzVnXOmqIBRNObklsefMnZ3I68GcZrzTuXv0QSNyXhlPUiq2aqu5lAIxcj0O1nXDWKfJphc13M1vP8evd/jJX/pV6oev+E0iZV05W+GxVJ5awVmLT4lqYd6L7g6miVPwSN7IOfPyvBH8hAkBGXrzLfWgD9HXbTTytpPFUjr4IZheqN5xDEOxjnc945oW9K7l4G4+MR8VP0Tl8EZRHdFpMz4aTfmkGPEiOG+45l3fQz6ymc5eC6EN5qZOYxcTpQk+BKIY9RSfZ5r3bL0gRfEqwwrZCNIaDsfeYc2VsFw4pKlLeS0csrK2nV4cfgS2Y8WmQL55j6eb0c17j/ULxkamJWFjoDZ1f7wNSss9WmMrWkobrTN6ZUjhPC9ct4N63dg++QTrJqRa5Vi9vSNZz11KLDYwyiAPgw96brAkTzDjd3p5/X98/LY3gDHG/wbc/y1P/wvAn7n9+s8A/+Jvef7PDn38NPDaGPOF3+7vECAbw/U4yEfnMPBQM8+t0AYcW6YHT58DzlhsbozR2fddZSLBM5iwoo7d3jsvZSXcNIvztLCcTp99cIINvBwb4aSRzBcpSNGkx0pVFaA03vTGP/jmFV+IMI/C3A1vCrxePB/Ohu+YJj7wE5chvLZC6wfOG0UboAe3oTcVbPfCYhqNgzEiKV54dxxcu2EJM8NpcSg5vUG0m7pSb0qGvXaa9cRheeqVHgPSO/Fb20UPbVQuPmCka/syznQRolfUwZwWehWaGTQGthtqV4GMk46xHQlwmi7se6YO4WIMZ7EUOxA38FVlOD4kKAVvHLl1ZjTtY4ZlvWa2YYhVxTvkCqVz3Vad897w1nXILdZ3Q972RsMQo6IHukBfD7zAU8kMH4kCjEHrelAYk7nJPk70KiTrAUttAl1Ru0ih2EHJwsOxs5pB2TuneIK98MYFluXMdVuZwkQ7qrLWa71Z1iyuD84+cZkWTpcTT7YynxbNi1uN/l57oTrBSeXx6Z5hLB+c7pRRdOy4Lpxv+k1zdDXXtc4rYzllh1Q9gB3S8KZzPTIDr/IPhiIknALzOoa1NcZwRJ/YSmWOQR0acWGTwZ/60b/ENZz4T/7TP89P//zPkd68Yd8L1lQ2EWJzXDIMZ7gYSCYozqB1YvB44zinE60J1/3AW0dole4MqQseg/ioJj4cW+laeDJGR4K1U4dw3wrGOMZR1byXC18ME6+7GtO2XrFrIYkhDsG0onKZrfD508y2P3G5nKE0/HBs+zMhzsxmJvrEfpMXrfvGu1E5rOPhuvMgnX00gjcsaPu/NqEQOKUZjsoIF4aNPK3vqaKjy/PdibPz9HxQupb4rNVC5fPo2GjxL5nXYWbNOy+jcojhfW489MLZeabSMVWFMCEE7GWmOMtlOpOiwyVL7oNaNWDw0XQh54zkzloLX3985KUPrrljtsYSZw5jcV1Ln3U03X18m4/f7Xf4aIzxDYDb18/fnv8S8Ju/5c999fbc/+1hjPljxpifNcb87OO7dzQLtKFu1aHkzd4Hx+hMaaH0xn3flItiHd54plmjorVW3BIQN4hVxa8fTgnXBePAeEvfDYGEd1qosmFiqxk7rI6R5gXTG5c56sq9ZL7zdCK0wdHRuav3BGe4eM/JW6ZaufOBjsLshjh2gZ2KtRCwBKO7CusdwcBktEWZe8NOiaP0m6imcLKe2gdNKn3fMcOyj4EJVm8EtmshxXmObSclRVvUAbUJPiSOqhcsi6MdnXZUfQOagZWOGZ18W8GFoIgLhjDGzRPbG984NkpIJJ8I0rDRqmNXOqcQWOZEGZXXr+/oeWWeE+UG05LWOZ/PmNsqyYnREVz0zLPmm2l68dAdrALHjNFCIAh71sLQPgqztfiSiVMgi1Dyt974gneGl/XgOXdNuFRLC57nptayajQJpYfljXOMLG6iVeU4Ha0yxYDkCtKxXoVD6nwen+2SjLv1REoHgWEs7nbxPkQx2ZOPTE53ELU3Xi1nuhXeby/0ruiIGCNHq4xaSFbpt4vxuK5R4To6JnqMdBYfiHFiywcRwQ2Dj5G8vzBFtcaN1jUh5CwWYSsbJlp87/z8T/0k//uf/G/4xb/yF/nKj/3PtL/5ZdbaWfEkAS9Vz8xahya83MZr/dD3U79dXJYp4pwhzhODxmmZKb2QCAQTKLf+hrTCfFoQ4xEcZ+eZx2B2jrPVw30J9rPG7t5U3hSdJ3rHdJ500RQ8gq6SzYDtWFXRmNXlcC2FkwvY7shdeOwH2Rp67pzmiTI6z/VgmiYkV7yBU4zIGJiUbv+OaqATq87l4zg4LxMnH8m98X57IY7I63Smmp2H5wdiXEhh4nyDGt6dF0au2CH00dR5ESakdaoMgp/oKZKG5ShVDWtGeykyDMM4dZmLaPvYO6LppMlyihPBRt6VzBYjK43uLSEkpnTioXUOsezyd2EH8P/x8bcLpv5tf8oxxn81xvj+Mcb3v/nwQ85NCMmx07G50avQhyOUSj2u0BtvTOSpV444aKPRjp3kLAGLzy94uSI+coiw5k53ns6g9QLpJpwR9ENG44LwumdeuzP+yHw+ej4/DK+t4YNXF7a8sfWDaxtUExB23ixBrWWt023nsAXTdcTSbhcO6xIvHV6kcRgtdBQxpDhzGvDKGy5OT/M7ldQbi49ce6d5Q5HBdDpTaMTZsSTLqDuud8SrEevVHNnawTzPlNqVcZ93pjlRRkfWg5T05uG7JxSIwYGDc/ScvWXtnTogoemXYCNzc1zmxKDBGFQH1Rt8dUj3PAbLsReCT3xyrCRjmOm8O65sArP1lLxzaoaPc8YaoRhtQacxKE5okxbm2tDdyDQMIppQClvn5CZ6DFivF9MejALcgN3COrIKMm5b4GgHSMMEy3F9IRohJsDUm6jdEIeK5p+2Z+YYcLkhpXBEwzVCaR2sx6WI84pZ6HicQM0H1amcvmahbBuvh8OJUjJy15WfNJiqI0xn7ZNYT3CBN2nBohdVg6eHCsGJpgAAIABJREFUwPz6wgxMLvBOKiUabO240rXBuwsXLGevqIaEYSqVN0EFMcFYxZ1jaHSc06LSWiu+N/6pf+wP8wPf+w/xhV741/6lf54//m/9ccy6EibL7h2Tn6gRrpeIaXA3RYoZtOiI1kHXEc/zphFeGyxr6zytmdnDFeHTWjWOirYWP3m+srWhO3optFthK4l6qpW1pfrMwwgjetZ1ZbKebVTComPOaAI2WLrphHhHrQYwOB9owVJM5MUUulPgoSkDHyyjClN3XELAm8rkQIzlipDt4NoP3TF6YcsZG26FtJTYm5ZDQ7GY4clODW2vw4nkLNIqI1emJoiBzVScF94GTxyRZZ6J7Urw8GgM91I/K4SWMJD14HUpBFP0pt4Nb1JingKvZsfbs71JZoRcB2JU77nXxr10vvb8wuM++LWnJ1Ysh7W33f+39/jd3gA+/tZo5/b1k9vzXwW+67f8ue8Evv7bfTMzdHWqB0caJRzO0hCmtKi0Oga1mIyBuR1+pxTI8q2xwaRydq+HyuI9W6nI7cA0N71oeBeRVsl1x0bDbA22HLw9J/q+QymEG3bheXS9IXlorRCc57ofVOlkOs2pVMXZgI2J0jWdsO9ZLybBYoIBLEOM8mLswBkdGVzmBdOEU1xYS8GkQCsV4x0P+46UgsuZmlV5SReit9huYOj8ft0VI13KobO0WonThJsTe6+YqLCwMYaOWEyntI4LCR/0tWrWIzbwIo0aPH7bmKTTpNIqhCJYpziF40ZPHN0g1VDGAKPExmlYdhHEBeIUSEGr990Z9n1nLxlp+nNUC/Xm6DXRksKExREmPaPppeKM1w8QmsjpveOTrnz70FSKdJ0l22DpUjmFhBewAl5goITHyQdE4PTqgoiwxMBlOSlrqhe6URva/qyz771rL6JbcMnfWqrCdSinvyL0VvA3/26whlOK5HJA0LTTqI2eM1srZEBQ/8HRGi+50ILj8VgJpxOxdU5pUcKjDxAj0ivRgl9melBy5i76+vVaFIzmPa1owms0wzmcOdYNmU98ZTv4j//0n+dvPB1c3ygmPAzBDi0krvvBdd/UXdA6vTVyq5RyEKyiyMUa3QUdmngK0wzGs/ZCdaqbbCil1iKk4HBGGVHGK8HV31rEZgBjMFALnZRKipEuQt0PTTPtmd7ls53Cur5wPs14Y1nShIzBngvVWu337Jl4I4EOp3jvJrqbqa2x75meD10g3HzhpVVmHxlZPx+tF/UPdPWJjNLUPvf8zIQjGqdwQG+pYaIfB00gNwEbCAb2vNHnSOmCs/q+88PQHCpx95H5dOawhoZOJaRnwmhQC+XYecwNfCR2sEMwUkm9k3zkwNKDxUTL+6dncuusN/fHt/P43d4Afhj4o7df/1Hgh37L8//6LQ30R4Cnb42K/t8e3lpeEEUFq+WV3WoSJXfRw5p9Z3ODVz5ytoHaGwW9kBaEBzFkFwn94BQ9w2g2PDqLd4azi7ijwOjYodtUMZbW4e2dZ7uuTNNEnCesUzR0xNNM4DCCidBGpKYTL7dZIEDoSoJcm5ZsqhkMD5MD0w1DDHtt9DGouTCc5YVOi4HWBDMM75s2I8t25eQcwRmm5HRL2Q25D4aJuJgYUigxkbsQjdHCF0IMgelyxylNhK5idFMH/iUjJnPMhtwbCUv0gXpUFmtpx0prjVYOdiM8jgImkMIEwxKHZ04L2RQuyeMat4heZjEDGwNHh/N0oveKMR1vBy+2camZa6mIDC5OD9qDdYoCdnpgHKyj0vQGJ42VTDWNOx/wYzCwzDZhpJO7YI+DU5y0gIbBuoS4qG1UDBlLtxHT9KZrqzAHy8PxhHFg984owqM0ntqBrIWLVTmNHUJwAW891Vamu7PiD/YD14R8vTJFQxHhYc+YlCgIyTheD0M7rqTXJ16uV+KUODO4vD3zJI1hLcNb9nbwepoZhx4+l95wvWCGZat67tIlM0yDwE37Z3lqjU9yQVJk3zfmFHXW3jSDX3MnBsf99RF3mrhY8G7wn/0H/x5/7Sd+kv/wv/8r7N7Snq6qtKTx2nhes2BFFzrxFgsV77keWnzcbWGXrAfh1vPx04OmzOKZnitlz8hwuHzwxRi48w6P5+wic9VWeymda8t0UzE3FIgzloilFuFaG2/iifX5SrzMdAZhGJBBCYO1rJxsYBSh+8GbORKkEc9n1SoOYVjHo3SO4Gku8nB0jjhDE1LT90QnYMugtc6+Z5aY9LBYuo5uEB7zM90K0j1xubC5xrOBgceMzlE7y3ImlgBu4b52simMOfJYHLNL3LWDu+iYUqK2xmISISa+sm08dWVp3W9XcnCKTAmRdxWuxvJxLpwmx2KEOQTCGLjaSU4DKZ9zjvN8pg/HKn8XjGDGmL8A/HXge40xXzXG/JvAfwT8gDHmV4AfuP0e4EeArwC/CvzXwL/9O/kh5MbPkdvKON5sQ9E4TsaSjGOIw4nlad/J9fjMP/pmWThbVRXWrKz//chYvPoD9itdCq5VPjhfPuPB3BlHaiC3N30ICWMcR1YmSc4HDo2dNhG9yPdCrgUTIkMcHUd1OidNoLN2pzPn/SgcHa5HpaOL82+95D4Ectm1NDXpoeApJZyxuprySuXsMbBzK0IxOHJGbECcILfKv+n6YaJVJjcY9WDUzMkZPn8+8+E0sfjAkEZ0np77La9cqVln3Bd3S8+EwEksRYTn9WCeJvpt1WtumKFvcZCmU6QadZS61vhkf2J3g1/6uZ/j+RtfYytCpTFZh7ea8Dg7r+KRmHBl6M2AoaL13ri2ptx/gTY6xkLpCrqzQ3HZxlpwYHrDi8V4w160eYz15K7Z62xgBI0jCoMRHNdeCCaoI9o5utHZdh16aBnGgKTpMtvgZVt5lRYuLjLPM29fvWbJg+Acb08nWmvkqu+JbLSnkbfMJS2Ubafc+DR300LNBRmAcUjrTM4QjSE6y3EcPBudpQfnMOPGsjfqIUgpEZznVUq4PXM5Xbh/fOIQlZoYHzhqo7SMWfSiM33yTd7uG9/rK3/wSx/y0z/xU3zxu94QlolVhBGUgbPWRvWGXCq7NOJyoh6Cc5FVKmspCJ7dQnGWaT5T88F126HD29Ny8wFHesksXpWY19zoRh3aedx6IgbyEFKY6NLYWv4sgaUE1Kif3eA/OzerYtjF8HxDu5umYx3fdPiVu7KIcm3YEGmbhgbEKuIEF8h2pljLtRzM08JpXnBz4mHVXceUzjyWSuudV+cL1iXdtY7GVQYQsUbtYqdgef9yVZKr9NsO0pHCzDwGUU8wKNJ5eXmhymAznfu6M4fINNAekagJ7v98eE+PSlCt3fDcB1fRczu6waSAmMqdj3wYI14ak6jO1P4dOAMweuD6/+/j9/+hf3T8lz/2E5joaYcWWYpoAcgMYR3Csiy05xfs+YwbA0PBDYs7in7A04wLnlJfEBwLlilE8rFxOs36psDw2BrRWt70TnCWdru41FwhzewMnBtq/zJaAiJqyuBkE3VsNBPUyINWze+MU4hbdBy1MvmJfdvUAxzDbWcDppWbgk5FHe+7MLoQ6FQTdLsoQh0GPzT//7wXZu8wvVKSJxfhQzH0YDi+pXkMltOUOB+FbjsPxlCKcPGBZtGdgPU82646wSrMwSPlINeqbHvjcGmi5FvkM1quZeOVS3pQHuTmO7UcRyEuJy3DbbcPqm04OqeRqMPyIgVvRV0FHboZxOAoVeXip5R4yVlFHWPQDRSv//6ncDOs1ayHaRj2djD7iIygcvRoqb1zEgje8rRlUoyMpIf6r+LMYQsnSWyt0Kyl5IbzqrmcwsJzy8TgcFunT14jt0F3ZraPzw6DrXfaEM4Hp5Co/jbC2DvznHisO7UPzjds9tHHZ5TXaBVrkltlLDdnQunEGG/kMUN3jtJUTB5u8L061J2sZTpdpdaXK5e7M/f7QbiccUfDAN02RmkMCaR54lf+1x/hS3Lw7//gD/OR8XxpdL68b7R/5l/l3/hX/mW+jyv3a8UuE7I+4pZXIJbJwj46tTfOIeg5xrDMjBuA70xZM31JfEfQePXJR+JQ9EqzlkWUh/S+N5gj7IX7vfD2tCjaI8xKz3SWvasQ5TRd2LdnTfeFiWIHp96xorNua1XZ6IMa5j4umct8h2mVVzGSu+giS/SzgAyOCsN5asuIsbyNisF+2AQnYL1TLtN+IAJuUmlO3oUlTOT8hJ0iraonuxhNCZ5EyDES8Fxb5RDhC37GAs+mYk0nVEe3kede6bUx3y08vbsnRr2uJWs4TTOrUZe3641oDc8C0jJ/KEbeTpFMZXYaMsmt8gE3c1z03O+Vp+H5d/7IF35ujPH9v9tr7++NJvDQ03/v1eN6lIyPjm6gp0i1AxlNUxr5Rovst/93CkyXRRkeVXECAfCtMCWH8xFvA6VoFteNQQSs1yTJhFBr5nx3xjqhSVXLUgwMpxjpbqGPhum3ubMIgo4conGaNTbCuheKDO7XlTrk1mrWEokwFDDn9IZ7tM64dRnsgBQDNRdKznij8245VMp95IwJgVErwSsV0wwdjw2ruOn1yFQM5XZzsc6xySB/i8c/RPn0dLVG9aYy7hiRKWFjusHGLNIOXdWFxGjqKa795k3oXRM5W6Y9Z669ULwlNEOsg+dSuYrgbaMcmYE2u/Ge6iyz85xSYm1FrU8GdqMX23bstNEpXVlF0zQzWic5LRs17xgCKc4MYxjOMKcF5wIuqH5zlIa18Px8RXKnl84oDdO1eGaMIc0T0QemFIjBsSTl+duYsF1JmtZaggG3BNa6Y4BlmdhcR8agiBBjZNs2onXcxagUWWd5yStYo6vROGk44La7DUGZQg1DHQaMI9fBJHpWsubCGEqwLE3fi4c0jAuYlNgcxClpA/fYsQOsCFOwhNMZWzruk69zv698mjPfKMLv++jz/AO28/Ev/TJ/7gd/CBujgvEIXC5nLlPiEBhVSM4zokesIRqPd4rruDstyHHgh4BR9lIwKvIJ80Qdg8djZxP1R4ehKJPoA+eTrtBTiCCdvRWe11Ub/g2uT4/qcz6/BmvxXhdNLnjqvuKG8rYwgjGGOXiyCdw/rchoVNEujxHh2ipPNWNGxzZNdJ2jTgu29WCYwIgzwxrWdaU4xaywF9Z1R5KnSiP5RDSBiHA+JcI8IdbRXSQaQ22NJoOYZp73K3jLc6l0G6lVOI5CAZwPrI/PTNNEdZ4RIsMHPn160qb+UQDD0TpWOmdrOM93EBPxpOa1+YYt6cmTTmdGmIjTiSx824/fEzcAYyB0tf3U3ohh5qg6Lzd74Y11zH1wYQY3mJKniqUnVQOW1qEcMDp+RM5jsMx3bHtlFeF5r/gA3umb2gJiDd3AfEvptFbw0vnAWN64iVo7m4UKDNFt9tpWxM2cwoyrQnQWY4VeM33L2NZorSDeIre0Q7eD0VVlWbCY0hE72L1C17IU7sQwt4bzcJoSwQkjGlYqc/L4ObDWylsRQm88zINP887bcCIBKSSowjtpPA5N/czScR7ctjGAFyksMZE24cMhLK1SmyEPi9kP3m9PrHkjdr2pPm07tsFVKvtZrWepGrKJbGtjcYPTWeOpvVaem3CVCRCW0NgOTzOJIQ03WUw7mPedMjIPbcMPwxIj1WjU9/44kOR5HWamrgfn+5aZk0XKhtkLrja636jmYKodv2+8y1ceRcjeskWH4AnN0OcLUQaHUTSA7ZpWmcXTD+Fdy9RhyVvmmAKtdEwdZG54BxlcRdEep6446l4qH1XP2Cs+dx7ZacnqOdCxczAQHOZm9noTgbrzvF5JaaY2w/FysAwd2YUxiEPYjbA4x7VWxEUkQyJxNg4vQjkadAMm8LCq4P6uesRYnkdnrIV+NH72q1/lL/6l/4kvvbzjh37wh/luf+L3z/D88sAf/gPfx+d+8n/kqz/yF/hzn2Yu3/0d2P09H+eEe/yELjsPtvBYDkYx5DLA6gH5HiLPXVvP1ynhy8on2bANSy0bX3/ZeI8nV2Et8HEZxHDmg7Fw5E5ZD4bAbgzXUQkx4i5n3l1feGMTZ+dp0nkeG75W7nKnOPhUDvCBww3aADlgQ0eQc7sy303cF4E+eOmFZwuxe5x4palKY902XvaDL18Hz9PniK3z+PLEkwyGi7QmHN3wxIKd7mi5UCx8sw6+vh6UGHm3v1BLwewKUHzo2utIvRL2jffe82vl4NIH9mnnPggPIRNapcXB9MGF6+gYMcTW9Fwiaqw2ndWT3I3hH46RPzif+PmXB/7qJ/d8fH+lSsOWnbc+8fW88ovXB97fP3HNmfF3gOX8e+IGMNAM+NIMNgby5JCuQnCC8sr3UdimyjS0hOGt0PPB6xGYjKP4gHWB0gvVz5ShI4E7BskVDnGUOnBlx5eMH01niDbxZBy+Rno1PDUtksVmGSIaCSwVSqGmhHj1ynaLssTLIA+LP014o/n2ecBZhGiV3mmMjnTGoQmP3Bonf+LYdcTxPgQerMHmxp1PHEXHNEsx1K1iMSRjaEF9sn7vfPHyiiO/UEa7rUwMH00zH1TNwO82QjNUE6gUxhg8VOHZdV5GJzuHjJ2zdNzkeB0TFz9ziKUXyyVMJNs5LxfsoVAy7z2pHLxZJooPPNbOyVtCbcQu9LbTJ8u765Uv2MHk9MDd7YZ5TBzd0TGKDkYPzGNrSkw1jnltNAvPaKpFhd9C7xoR9Qgme+qhB5UpJc5SuZjKK2eJZcNbmM8nLiaDPTGC4Wl75hwngoFiHU0g5hcmkxkmsK2V0wJtrGTxrLqQJxnD/ZFpyZH3AxmGT3rG28GIcIoTrulukKD46lZ2PhcCrlUe/R1PZfB6WZTceqNruuWE8ydaDKy9Mg/4xHXeesfJFF6FynckaHFgUuCVnzik4QN8p5to+445XvB0PugF5tccb7+T+Wf+F77na7/AT78fvHvMfPjK8Bvrlf/hb3yN/+5XPubTz/992PWRn/lTf4If+9oDLSW+eP0Gf/PNd3OZL5yq5RwTzRQtK5E5x8Gr3pna4KiFWjNuOC5D59T33eN9xLaGDzN+OGiDlcLVF3xK3J1fKWu/Nu4wjFrJe2FxE4+98uIcvnV89Tx2RYjUoqjxZiEZh3OG7gV/TBATxnjuwsLrZaZIxjVhappU24ZwTY5vukLxkRASf38cpHrPgxXm0wnXqnY+mkeOQvCF6/ZMzZVXLvKmVb54WnDGEdMZGQYXHK12UoGYFnJzDPHcjc6pd57nmXdnx0Ucd5ujiJ4/vDxdGUZYaTz1xv1Q9EpaO/V+5ZVfmA7L/7Ht/FqtPIvnZW38Yrvwlx8t7+/ueGqFmmds8bTzheuArfRv+9r7e8QHMDispkBGbRxH5nOnhWEa2XaiOEwd9NEJQQ+xwOKH5WE0+n5w52acGbTJ8ry/8NF8VigZBtcsNlgtBHVYpRFGwg3PSxXeSuc9V0IMXMzCQy70YLkEQ62FY0oE4zUmGiFag0sT2/7C2zSztU7rhmmK+C5IrUQf8VYPFw+EA9VA1pyJU+R5fSRZS5DBU1lJPtC95/7YieJovfK4GJI1xKJb3I2OrQNnhL0eKhwHlbPL4KU3XApcpVCs5a1Jmpt/qUzB88oNDqdgud4byU3sVdWGtTZc1Tx1taIZ+z6Y64b0znaJSOkk4wlV59VjGOwItHHg0uDkE/temNPC+02ws2OVjveOYAQXHKM1lhB5vF5xwbEBJQaM7RQcH4pjconH3nDWslnRQk1xuACzF/ZSqIKC9YZjdM2MMzRp8/TyzNkEjrhRsiHMF8Ujt0LzQy1hx4m9CEuEdDTeZc/p/JrLriU+EDgGc1QkhveW/WhMy8xoVQt010wYBjtFSt6Zh+6ImtXX88ShqRfABcdZhGSsCs2rUOTAz4HaO991GN4skdlFNtkxzhCK43nAO1uYG9g+ePSV6hLmbuFt2RhGmC4nvv4zP8nx61/h/OFbvvwLP8ur7/gcn/7GVzl/7kuU/Zv85ld+iY82C9Hz8U/9NP/tL3+d7/6zf4L89hX/5Fe+wi9NkXQ6s103LsYSvBDlRCgVGTubd5zTQpTGS23kkgnJULsw6OAD1RjtrrjAviqMTY7CJoPPO7ADPjGBYQdT1Vi0uI4zSgmdlwl37CxhvhWkKtk5Hmpn5I4VgTvL1KA62KRwXQXnJxpDAx4VprQw9p1TONMmeHi+wjLRSmaZHbk1Zp/Yjp22RGLzWFH5kMuFdX1it4YxFL0uMphMpEvlm2MlOo9U8DfMySae5i1za0wFPqWwhQ77zgc0bNCdsAmRYRPtWHnZn/F3b3A9UJPjPm9cXOJrh3A+B7US7g98cLrjx3/la3z35z/kO2XnJUV+fd8V0d2+/RnQ74kdgMFgnCY+GAPbNeucu+BFf0TjA84FetVRRr7xVBanOOdwOpFrI29qB3saWkOPxmGsox47ox6aLvIBsbDd5vnrGFh3MwPVjMpohfUm/KZ2pHeCARsiYh1FOi7p3Nz1gavqE3BOPbHOevKxKWff6AoaYHhHLpVl0mxzmBJ3i3qKh7WIdyDCZbn7DGJnBzRuiY+hRRRrLblUugxGyUzDstbGtXZKG58VbkwuxJPq7/JeaHv9jFjYrBI95ZY0SXOk3OapYwz60JnrlDRFZPvANU1M1VrVgtW7HgLXygDmkEhYZA7K8gkBY5TUKqUirSgXyXnmNEPTkowpnQl3y3F33M2cK00hdXVomqdKx02TGqucY4peHRDGk/m/uHuzn9u29D7rGf2cczXf7k5Xp04ZV5VjUnHAMdg4kQlRInGBoihyFC64MFIUISRA4iKAhERzQ64gdEEkioRNIhoBNpHLiYniOLHjFtsVqspF9c2pqlP7nDp77+/71lqzGd07uBirTv6Aiqwj9v3e2vvba805xvv+fs8DRXgvd66bxpWK5IQyvUnZUqFIxQ2hp81K39GYAnWNPV8vpRNn92N36l420tr/jKY7g15EKNaQFCwpMYwjqvUv5CVlsA5JEXM4EMNErhUNNAPztvZUlTZIBZu7o6DGrXOdgmfLicm4boKSxuQCYT8RW+MQBo5lw7SNVQtf+t1P88Vf/2VkmPhmUYzjAW0NH/noD9Cagg9+Dw9fe4M/+tEn/DMfmJiCg6dv8rM//XG+evF8/XjDi+kBZdk4jAPusGddI8FZVhFU6C4LkzNKGYZhYLy5oegr8NBPnWRbCk67Dk7UndpptAMaXenmuSwrtfXdWNOqk0Vrx2LneUEZRZTC3TJjXMcxtNJfMCYMlG0j5e3aDO6yJ8lXdDaCvypYR+epqXZabHDdthc8l9Pcv0+lYJwnx4R3FiUWsjDsd2xS2I0OWWa2UlDjSDOWNQt6HPrn9EruXUvikrZOfxXQPlC1JoTAzWHPbHofJM8rLUZkvjAMnuODG0blqaVwOZ056IFWMqMx3M8LAFY5TueVo/P4kinK8/w8U1Hoa9rqu372vh9SQP/0H/qh9ld+4R905Z70h07TfWGnSq9aK2WuXtnCYAKXmrACNzgkaF5skREFrSNlVy3oNbPTjmp574uUSmSwDqOlP8QxRGM55OsCr8T3RCwxJ5RUalHY4LESyXZka5GAwcSeRqHCzgUaqS+2lEJaYb3if11TaK2QEGj0ZeD5fEa5kSpgbUHRkcsxryhjyKlhFUzBs6wzfhe43wQvmckNXXtowF6VfPPW5fWnu3vCMJFzw2hhpzXv1hWUxcpVsXdNuFxK5DBMlJxxQNaNXDuOw1pLltaDKqWgrGCchQjF9QW6U5pL7OkIJb0t6hTUWMg+UHNhwnQ95rZxnCbm5dyXrarfcqwyKLFoCq0p7mxmMD2vrSeH3YSWCiffaaN7PGsSyqjRqqK3RBh2vFgv/QtxbfzuW4fTpcH0h7y2xApjKYT9wF1TEDOTglULLoFRljl3OJlz/aTqtAFRrOtGVH2JGwqU1thsx2UHZbik7SqSD8RyRVsDEhxGNDom3Og5bQs723Hia44oDEoawVZevzJnzlti8CPoHjq4iwWCZWu1s/JrIeyOnPcHfv4X/iHmN3+B7yXxO+/M/MYX36TdP+XRfo+WgeoKqTjCGvmRV1baceTvfSMRvOUke9rxVT72b/4EH/OBP/2xj7GtJ57TeDjs0GntQvbThVfC0FWNxqFq5ZIWnNUEMdQCdvS9EVyEQXU/tR1HzsvKtN+zPHuX/fGGRRpSMrV1FlSgA+b23jFvG/N3DgCmC5e86hj3Zjyjd9Q0k5VBJ0O2ilQyN6FjXURBjb1NX2vj4bjn65d7Bh9wXl9fSEOXweuK1paWwDvV0TLBcJ7PeO/Ze0uuhXNt1NJwLnDZVoxVvKpGPpvOjM5z4zypau7uXvDoZt+5REURpHHXBHaO3dwoOdJaYT8EnqcZN06EpKEKuQlWO2pe0c5z1zSt9gRh3iIfnQwDjWcYcipoZ8hZWEriv/kTH/6uUkDvixEQV17LdzL6TStaab1Y1YRaC6PtJz1xnq317Luzjjkn4nlj2u2Jy8qw8xSEkCo6jGylYKSwpN5+zYBRDYvBqUZEMQk00yj07HUSyLkwOUuJkJV0vELTyFXQomgMziO6kY0h6n5Fb7WgmgKVmbMQnMfT888xbX0X0Cp+GJFq0EZxns+E0VBOC8aAjCMgPSq6nHk07TjfnrCHIzqXbjELntYKwWjevbvDHw8wr+x3E01ZtAiFRjKKljVNCc53bHNsjUDrkUapDFqTc0ZjsVw56+uKC54YM6NzNKkkqZTWMNVcW9gV4w2uGSpCkYjS6sqzaShvofTTlhosS+knQq37l+s7LgRjdUdh0xV+rQqbVEhw1Lpbm6xA0+hU2DnLfbm+AI1nWyI7Z0kxkihXM1l3Km/GUuKGl4YyhtQyJhlwAe0cp/keuXJWmnQPgDL9JtJKZc0dFdBUIzTNcdhxPp/xJoDq5TGFIjjHkiKlVrxRmNAbs3G9YEpimPZdjlKEtW4MwWOVwjvHpUQeqt6RcChcbWhpnGVDsGiliDnjjemb3WV9AAAgAElEQVSojcOBZ9PEf/WX/hrnr36ZD999CZzwqc98G/PwJcp+4C5l2rLRDJTlAs/v+aXzjnN5C/Pqh2jiaOfnOG/5f//bv8zXdo4/81f/B+JFOHhLTAlrDHKeGZxnqfVq4Go4A8fDgRYj1liaVWhtWK8OXqUU65bRLnCJKwvC413neTU0wzBw2ja8G5B5JpvKOW14P1BSwxqHozdg77eEDQNWwbZtNKtZUOyMwjjLee3Y9O8Ier5jH1NKsaXIg/2OZd5YRRGMIaZE9Q5nHC0X8BaxltQiaevdH+9G3r3cMe4Gdn4gx4xoYRgtoxq4S4lSKjiIKSHZ9ha3ZIzxGONJZWNpwnEtmCGw1cjgd1RNH1W2ylw2dPOIFpJdmdzEi8vCOEzU1thqZjcGVilIGHh+d8tuGDmtG0U01n/3KIj3xQtANEjKeK2IgNO2m6KqMKCpQ9dghAo5gVK6n4CdZjc6FIW1VMI4Ue+fY8cdOXhqLp3tXzK7oRM5gzKoBmcRdNNMTrOkhLOaRusvmVgYfGCNhQp9TiuVYj3beuGYAsk0XujKIx0YS+kOVgz1GkWcmufghXWJzKO9ysgtqVSGEIjLwkZmsI4nhx1Lheosk7csudJMTzJ4bVi2CN5hsxCz0Lwnx42HYSDFwnE6EOfI6D3rspCdo9TGjfOsuRGc42AMA4ZohHtJVGUptaKQHsM0iiq9DTmZAacUIoUHh4kSC3PTgEJZDyn2nH7QhGbQKbGpinaW7RK7T1XBsEUWbRmCZyeVpBrVKHRN7JQhtZ7AusIyOEyeOCdEa7QShqaoTZiloqvmOE18e7vj4AxD7lHJisIbz+15ZtofQSqtVbJS5KqZ1swqGjeOlNMd7mbkdJkZpbE0YRwOhNyoTVPrhnIVyRWvR0pr7Ebbm9ymMWlHOZ1pTrNRmJSiKM05Lh2cR4/51ZyQXFAlkQ97Nm1Z7+8JRmEPO9bbC8ebHffbgpLGKL7TSq1DU9kdDrw4ndHOYK0hKUFXwQs04yE3Xj8t/Klnn+Ff+KN/iJuP/suMTnP+n/4uv/ipL6LiRLh5QHZdyRhe97g/MGDKAXN/h58KTYFyD9FGUC+e8uN//t/n8uLbWA1ZhNH0GHZSjiaW1PqG1WmLaKGeI3Z0valf+mjOegdZuoZzCLSamcKIHwbul7lDGLXhdDmzn3bkLaLcAK1ysH1UlFXF2oFW6dIk2zEnm9JQC0EFLuXCzhyJ84r1/UDRSo9lm8GToqG0wmoay7zisP3vjaCsMGh6tl8qWXXv9uoVvoILE/e5cBN22ATfXFdEN17SHpcaiy2cTOIVP6FVT/A0U2HNPJr23M8zm61dYJ8USOVGCcn0F41VhWEYUGK4qZW8czzPmcc6cBv7d0eXymU5YY4PeH5eGQ+W5XLC2j0XbVk85C0ytt+DJvDvya/WXbiiLcpYTGvo6ygIOoenltK/3LWANHy4SuPXbmrKtUCrPDo+QCnFsm2dPCkV6wNbzIiULsZIFdGajYqujeRU1/k13Qs5oY9xtHO0BnHd+ihq3TA+IFqTW2NeNkqGmksfM1z58iLSwVJYBucB3YFaosGY9+h4ymiqUagqBKVopbKlQml0566zHIcJ5Qxq6viHNgRiKhzGqd82nEWVws04sqQM1tLUFXyn6Dx5qUjptf1ljXirkZzQwWFc715o48hWEcaxN6oFUusUzJx7O7O7YxecN/1UnOQ99PUUBlTT3XdwRVu72omupQqSE7apzv7RmlQyknpiSdXSm9yX7rpl7FaoGv/xz1KycLlcqNd+SJaGsR5nNJXKMO27R0CEjOnN4Ctp0xtNLl2qUrN0j4Hqc+qSIqVstJIJWqGtwe7G90aQ9Qqhk1pZJNOCxiqo7cojWiPjuKOVijZQcz9krMvM4eGR57f3bKURwohTGiWN+XKCWmi1dumKUqw5YYqgknC/nHHBE1oPHMTSDWFNhPl8wWwX3qgLH/u+72F6+RGf/8JX+NznvtCFP6J5+bV/Cm27mF6mESOe5ekdd0+/RpWVZvrsuzVD1nvasOdZKiit0dYj1qBqufLzr7yp2oixv/hz7g3ynCuC6p8Nbai5oqTRqjAAPnWLlWwbuTXCbodSsNtN/f+p9NGuNQZdOlJjGDxrimwCSSoW1T9HKTPud5Qs7Ix+b1Q3ak2cZybrqOuKtEqJG1o68sGEiaiv1rF5Bfr+IZ7PuNJFOi0nznczOTVu70+sVz9xU4YC3ZuM4XxeuV3OsPbo+VIyay44o/DBEmt9b4wd44oukSFMnGPs/Zu0UVOmxoKURjWGy+mEypUmjslq2jKjD/0FHui337V2UOF2WTmfZizgrOGfxPj+ffEC0ECRjCD9lEAjtIbVimwrznR13mYUSQln2UjSrvFAz1oUk+mZ6dVoLjQOTTFojWjpJ10/IX5koTG3SkOwpXEfy3XPIEjTKNHM20qmcrmckZjZhQnT4LHxTCh0cOzCwCu7A003FmvY0DTT2d9oxUbXA4rqdEGtu2i+qUYsEeUsYxiotSDGo5rm8TTitUI7TV4XkMZSErU10tzlNSltTBpa6qfV1FbEwFwjMgSKNQxacbCaWCpVNkyDWBurN6xarg+UhouZHBPzPDPPK0OztCVTDCRryKpLPrI1xLyhaZigyKo/aD0ajaY5z7bO2FI6o0n38krVEFxfMmdrUN6yHybQDnEGZyzeGVTopMjoent22xaKNLIzKGOYnO5taGU4Nk2eZ1QwXOKM9p5SFWVd2NmerIm1ULdCSfdctCVKw7Cx1dgRys6zJEVMlSwLZShk2WjGEosmVSG1hPUGVAcNOmM7nCymrhZFoysc/YSKFa0MVjrbn1J5dLjh9nTLh6zmyXyHIzHRONbKo1eeUFLkgeoN77t0z+PJsasQxDCOE1ITg9MMVrMbNIPXBFV54+UjTjbk5iH/zie+yo//1Z8mycDrr32Ir33jWzCMvJMWRAv+lQP+4QF/f0K/+RVGD+a4Y5sXrDb00kfCrpWhQDS6z9+vDydnLEetGXYOgsWNnqV2hEmix4JTSVzIJNMwzvSRCoL1A9U43G4kK8M+OPK8YEwvZakQ0H6k1AV042IVCz2UYbUhqI6POOdGVZaDm1juVxarkFlorsMORYTxcGBphd1hjxHF7jCiVINqkHWmtcpuPzL6AGhiLeyPB4ZhQhuDsRavPMo6Huw8R2c5O8c3yswgiUPp0ek0WiYTuLEDz0ukeodHo3BEpUjxwuj6zie4AXYTuzWixoltXRjHwG3TODfSTOXdAaZHj9iHHW+lM6oKu2liLSubAq8UL3vF2uAbAvNOo1RmdJbz3YU5//8kBSTSOlmx9aapoK5NQMdgHeRuALrk2H+49H2BMQoPnYmjHakKy5oRNM30nQEAStji3MXYqcO1euPTXBvB3TObVaOgeDDtO51wGAjj0KUzSlNqJViDTpGyrBTJ5Jq6StF6TsvMPJ97ikb1Wb8xPeEUa0GUsG0LwTm81azbwi4Mffw1eZaS2AXPVHsGvUgj5gSpMCrNIMJLYaDS2fVaLN7tqKWgck8urevaGSFbZ6Fb6Qkc7Txb7RyWYD1S+4ht5xy4npopl4gukDVU3f24UjJO92imMQ6rLEZdK+kIqgmlRHToWe1RWVztgD/lNVIijm5xi3mj5A1TM4PtEDitLJIqlU6DHWvj2DRIJRhLzYnSrgYoY5msw2qNacJkLDUXaklMYWCuhdGPvDTuaKYyjKGPYq6DTg+IKmQS3jmcsQx+xCuPsR5FRyEHpQiAVo0ijXJlElnR7FXo7WtpZNW4pLl/hkyXdYjAXYncrjNWYM6VOuw5b4klLpQmKG24iHCpGa0Nh+NDohROUngWV87LTFNQlKECrBsesE6R4oIfRk6ikbRiBs2zZ8/41tN3eO0jH0UfD7DMbOtMOp2o9xeiV9jvfZn1MqOWCk0RX7zANIUsZ9pgGaaHyLIxWcuWIqK7hcuNA0kqc81UVM/k1574OaVIoWHpzotNSr+1NXhnPjG3ymVbe5iiwJPdkbRl1pxRTdOkILZz+deyscSNVitadS+FUWBGQ9KVrVSm3aHDA7XFVoXGcBs3nt+fyCJctthvIA2eXS7o4FAIO2XJMbKpbsVzormfF25L4rwtncB6pYteloUtrUzjALEwmsASEwtCFsFrw6muPDzskMuF/RC4q5FqFJOyXC4nqjHMy8btspJNJZ1uOYbAthaSNO5rJJbMA+24nBea1eyBSxFSFMyc2GvNsiy0Zmgxdnf3o0eY3cTdZWH/4CGY736C/754ATSlCNpim0FrR86ZtRa2LaNjQavGoBRP/I41J5pSXcaO8GK+I0yWuM1dqG4tI6anaa4qQt80o2huxh0igkOjpaGVQhtopl8xKYUwWJZtxTpHU43S+qlEXwF1l3nuaYLWeS1dZ6eI65kw7bBhoEgviTXdFXgqV8aranDnJ6S0Pq4BJGaMFpbLGTMNnFJC58ykDYmCcw5/VeFp78nnC3vtoBnmmElLQmHRNjBK5Wgtl1JJJlBbj9oJii2nnk5KkbxmirasCkrTTFeezqoTbhcgXa/GKXZJSyqY3F0K+6oJdH3maAyihFQFJYpKwzRhaHSk8rripDA2MIWehoodINdaw4XOw7G5I4of2glvDWtdsbonIVptSO2Jnm25MKcN6z1li9imaCVynAaWvJJzxSvFNt+jjLBUYWqF4Zrk0NdbRCkF6oJTjSoaqZY1Zpa04Mioq/Sj5URxcNo2ptA5/IszEGcGb4gWSnAscSPXTHWW5gy73UAR4ZHVPP7+D/CTv/LbfPAjrxJtYDUjBx+wVuPGCVMbc0zoDMkIZnI4bTDWcUmJtCZuxgMx1t5+F8W72VL2ih/lnjfOT3m7NT792c+Snr6JvPsWN0HD/cw0b/jbO9Y1s9mB0Y24Fy/g3ad443CXRBh3VANf+cxv8+jRIy6XC4dxZJ1XTBi4vb3F2z4KpTZUaeTWd1R+GEE0eUm0qsgVFpF+oKhXqY2bKJkrv2amaY9Shndub/vICsW6FYLqOI5LTFTRzLURlSauHfVQbeV0fsH9N7/JnCOnEkk0Hux3PHpwYHShf85VR8t88MmTPh4OE7elIDS8tRRnWGoFEzjFBG7k+bJC6L4BZSbEBO7OJ7TzPIuJMo0YYwjOo41DjkfSvOF8YG2NsYHKlW/VSp1GnL6232ncOc9b/sD25FWMZKa04nxnSR10IFiFU4UDmmIdZ92jz+tlwVjNHBNfFc/f+8xX+X9+9RMUPbELjuV0i66/B1L434tf6roGNG5AOU+l4lSfF4tpKKNoa0IuK3pynHVlvj+hm8Y+OLLWzN50IFqWSpWOOtZSOuu9FJxxXC6XvnQ0/QagGsSckdqvVUErJK1kVUm6oYBWM1mEhkKVjLUeMw1oH6C0jnS2hqZb11TGfE3RzIjSfX4YGw5LdxwKKRfctVymtekZ4qY5nS5sraCvFqampS/TBFCauQliHaYoWg/xM9h++ppLwbT+ABarSa4vKDcqKMM4jqC6DN74/jJLqbC0wlAVRoE+jGT6slGl0j3MdGlJrZVcE7pVYlr7LF8apTYwpjdAK0jQVNvw3jJOewY3IBVc6HjpwU0o45lzJsWeaDKDu2J5OzlRJt8NUlaDdVgMk/U93aMbqgl+GChW9RRQioTgGI0mpoW2c1jTSaZohZaGsqbTM9E4bGfHKNXTPl7hBovdd8ZO73k0nLHvMZPUVRn6nMSkNSr3F4WkxugDyvSf9d35Dh8jgzHEbeWTn37Kb/32b/K1r77NFguXeWO9fZe2zdhWKduFYQo88IERha+CryCpO4G1VGLu0LGqNDTLag0vCqRU+Od/+A/z1Rf3vPzqK/zgB16DGLnElfriXZZnz1nf/TZ63gi3ifXtt4nxjDWGPC9slzvii3cZk/CnfuwHefcyU6wjAA+OR1qRfvDIV4vWtbdSffdrtJg7LdcYFP3/8CwJZQwPrMfkTNoyxnruL/esrfSdkzLoMJDRqFj+MTPLO5QbUNqSWi9XjmbXP7ZSGb3rqgRg9QqxmqFptnkB6Va3jOp/1pZgy1StOXuFcoEyJy7zijnsaA12diRJ66ERCmgLYjjdX1iU4l41kgGqUGOCJmw5EZcKfmCxllPeeFAVkx3I+y4CGpVhiwuTNzx+9BI/81uf5DPPbrvxSzdcaSileDeuaKPYLhcurR8IzTTBbmBD96DHg4m/+5kv8PTr3+Zzv/KbfO7Tn2X0isM44v8JPHvfHy+AJizWcZdW6npGYUAbdqMnJtiyZlWG5BxDgYeiaS6wFSEkQ0yQdMBVzeOx82hOOnCOCd8srXkuNaGHPsKQmrkY4Vla0NqRYgUzIBjWKCzSaAIuNXTrUpLTfCHtJooymNTTQmoccMoRSyViyZfK4AZi7ZTLrVRiLmxekTWUnKmqIqpRt0SsiVkyEjsCelCKnZ+IAudcCHokbZXkFFH3k3LWmhdlRVkwuc/ci+lY5Uva+q0kCW0rtArBTlglbOeVKJZqdXcJK8M4WEZj2IwweY89R0xp/SGrGlUya8ysNIrt451nGsRaWlPcxr7w3OVKVXAuEd8MaY5k2yhb4ZRSNyLFGSWJd03kuczs0dSY0E6jpQKqW6LolM3QNJfL5b0xWjaNagAzkEojbRs1V5oxiLY0LLkZarOY4gitoaJh1oWLKWhphAJBGkNwxNbYUsQbS1w3HJqWBOXHPn7witscCeIZlSapLh15WXkWHUjN4JTBX/ch25pxufLSrmMyLmHkz/1fn+Q//99+lruvfZt/49/7L/l8szx4/QnKTlg3UdYVqzs2Yk8iYVm0YzWKsxRO2vCsgGiN3zmq6cklezlxuDvzwz/yxxk34dVy4hNf+TLlycs8ePIS1Uy4j3wvfppwTx4hWyOeZrgJtDFQLgstFPR+wA8PWRE+qfrNI6B5txSiNA5Kk2Pi1BrDNBEE1JYpojgYR00RUZlBdVqoc4Ybrbi/P/NOa9wamEngFEO4QTfHsp25pI3QKi5HdsOO0sAHhdoypglz3WhicCK0ekZaQREYpyP7xx9g0o6bWJkwzGvsS3kCo9/h45kYN84CfjSs84ljEVoFZQ2Pw8Byeyapivewt66PI7PpTB7fGA4jRiys/bY6nxcsmrzF7n9IM5NT+JrRTfOtYLmVyJNSCNry1dvneDfx2c++yf/6t/42f6ycefnp1/mW2/F2Vsznwnkp3N/fs9qRr0Z4uhYelMjudMd8fMSDlx4zLAs/8/O/wPQbH4ef+g8pn/yb/Ob/+ZP8L1+75c3dDeK+exTE++MFoBVpW/s1zXfxQpHKZduQ2vDWcwgDvggJIbbequwO1sbgDar1Re6z58+xrRdInHJdFWcqummMmE60xDApy4Nx35G22vFsPSNKc3RDxz40aDUhCMX1dMu8rdxS+vLpatiSBptoYha098xSyLpLWlRTOOs7vfNqv7LGk+ioBZ0qVhu21ihaU5tiPl+oNAZlsLH2NIHVlJyJ3hKsIQyONS5gdPcR58ygDN5fS2gFdsMNRlXWdCGrhvUOpzVoRS1XfnvrL5Da+vK9c/N7Ca4q2KQwOs1OG3KFKIq4JqiCReOU7WW90JvZD6apC0ysYVl667pax1YE77poR6R0cxv6vVO40JMj/e/Qm7yahhhYpHHeMkV6I5o1oaShrcddS3db6dY03TpjvRqFL5XqLAaDlna9USlia+QijNYSXF/Mi3Te0JoLtIym0ZpBG4fxEMuGcRo3ONYccc6huiKk/xlXWqVqcJkjbTfysz/3cW6efpHd+Z5puaDu3+Gv/I3/g69sPdkhWwTrqbZd/cuOrQpn6ZIYb2xvWqeNrXS94BorS8zow4ixFl0b++NDzKsfYN7teefFLXfvvM3OG3zQGFnIywlcgakXFtua4KUj04Mj5IrVgBF29JP3tm0MPpAN7+GsjcAcV7RUxqYpJZNrQSt1FdS3njwr/Vb00m6P1YaoTP+56Ma8LGgDAc2gekLJDAPzvFJFE7Puhjh6+fCgYOw9KbwyzGnh6fm+jyOdxwyey+XclbAuENPKvJxwzmC07g92IDiDaIWpjZwjm1RuhgPPl3tOrqJFEZeFqsGbTncVFJTKzbRnt5sYRodulv107LdQa9Gqs8V0GMk5d8nL6YwYxZMHj3Gl8WPf/2H+7R//V/i+73mDH/jBfxZEeHI8Yg34YHFh4Nu3F7735Vd5FaGVFV8S7xw8v/ypz3L59K9w++VPs3z6d9gZ+g3lG1/iW5/6Xb705a9w8d/9HeB98QJodFn6pCz3sVBswChFMIqtVea00uqK94JyvrdTtSZKgZQIJbPpxrs1s3/4kLlE0hpp2D6Dt5V9cMR1I2mL1pbt/h5dM26cqLoyeEMLirNEhtoYUdhxwhrDIIq0boxKsZPWFzK1Uq8yDXVtLp7yxl450lJ5pl0HYBXFrCon1fno2ao+zsjC8ODQH3RWs+YEStPcNcapGtlekdKpL+5cLhATpWQ69rzRrMVIweWEmEDRikejxS73PWkz7bBuJJZMUBkTI8oKW11RG7jUl40vSgYTyPPKzEZqFZ0NZTdxZyt7rWk18sQNII1z3lBWcZHMbVwIYrCZTlEzcOOOJJWYfCEYxdwUS61MzTFU3xM4WpOxpGoxFu6Xe3ZSmEpm1MLLPrCzDT9q9HXklG3XNKaSmeOMlM5MN4fA0jZCrrTLmWdyBpWYWsCbHYrG66Pjiarsg2GJCW0NXhKPXGMuhaFpdkphVUGWhMkKRY/bjcZhYmK6UkGdttyd7roaUinECP64pz56lb/xc7/IR179IP/BH/6D/Bd//s9g4j1unjn/4j/gv/tP/lNaivip26SSslAqv7sm7tNGaobn1fMiCbZsjM6S8dzPPW6rp34SPRuH9YaXnuwIz9/itbt3UGnj+ME32N69hxeJ9QbC/garFMomjN0zHV4Gpcl1QHJkKc+gGi5vfY2drvijJy8n7LzyQiueqoIrkWPwvF03XpjCjQrEyVIPA4MP70U/VWp4YynbwqgaBzTOqF7UGjznLTM3yBQeBE8phTxopCXOCpr3HJPipgjnyfFUGqkAo8c7xU66EUym/ntvjntSq30s03qHBT1QRMFoSFKoTbEX4RQjZdwhLVJV4jAckAhq7Pus/RzZIYTBYkrk6Bvnyz3vnDNx2POWZD7z/JYXOXJ3t/LN+3uCswzrSlgX9kFz3B/wxrO1yuYMH//k5/nJT73NX/+/P8Hf+rm/w7BWPv/0bba94y4mira8pBPx+ZtcRkV9/GG+wA7+4l/gA7/21/mZ3/hVnv79n+8OlH/uX+Kjj3b8R3/uT/Khj/9lvvbf/0V++UtvfdfP3vfHC6A1pPYWsFb9Sg68x1zBaIrTLLXQUuTgPK3Wjv5zhvqd5mbOLJczyhjc4HtSRttet9ca67tDeCldaFJqQyrMtTBoy3qaabpjilspRCXEGHsnIDhizqgK69aTDlpb1nXFO4s2ipQSUa5NVDqTP/v+sMq57wbSskKpBO9RpYvtd970fkLrM2sRobSeP3bGoLSnNI1BYbXF+0BDE0wnGZoQyLa7ab33VKdphz4bLzF1mbXz1Np1fGIdp23rMhbn+ixRhLwujE7TrruLaT+yrBtbLDR6Uke0QplO4hS6a9hdT+yFRloTk/I9Mw4M2hJLr+mPuuMoMP06zrUXoFU3KDnnuBlHgnOINljVl/U15eupv3t9l5KwtpMrty0iKFRKONN3At4GinWYWqnWUmoj1IItGe97Y3hyIyn1JXsr4LTCNCHWShLQrd84cq600pf9rTUk9lltRdjfHNGtJ56aFNzljsPllpfiwnR+xq0/8MXb55x1I+mA0XB6+ib1eGCb79jRKDpQ5gt30novpDQ26bcvGQLV2H6rMrr7KVJh57q34BOf+wLzvPDh1x7zodc/QF4Kp29+E3OcmJcF6oA0TakZPQzUu1tyWiGVvhd65SUev/oK6MCDw5FtnXECwzChlEaWpTsRjKLFjLeOavrnc50X4raxxUxRrTsbvCdaw0bfW0QR4pr6/9myMDrf69mDQdeCrRCVIFohBtbl0ikAIXSseoqsObOskZY6ZiMExzKfiVui0DWV+3HHpA2H/ZEkMN0cOM8zSxGG6xI6DobbbeY4TARraDkzVeH2nXdBaXY3Nyy16yn1MKCmiWL7syivKxbh0X5CpcSru4AbRm7nudv8diOnZSZJY77ytmKMnGrmk5/6HfbW8fobHyJKIhjF86WyiMa1jHn4mPnx63DzCl//rX/I1/7O/84remW5veX0xS9BnhlffYXT/YW/8K/9qzyxmj/+Qx/hjZC4fPFz3/Wz933RBAaw3tBsI9SGN4EoFWUtBxPYUmap4JRj0I3LfEKHiVoKZ6BpxU57tDOkvGCsxdi+uNLaIk1zmyKtKSyN2gpr6+UOpTSrWPats0e07jYrrGLdNgZrWVKkKli0ohjD492Ry7KBt9As55TxThPCyLe3xHG3x6UeK73dZl7a7dk5d/03mU4ZvLoARmOB64xSGlr18pRWipITWVQvnknFOYWXLnlPrWKbxSrLeRNwjdEValXcbolqLUfl+lKYSikKcBQLa0rc7G/IyxlUwRlhUh7zMLCViG0BkcxcTowqUHIjTQqrhr6zWCN75VDG9hm4qiwt04qw88NV7ykEMVxOBTdN1KsIfMlnlrjhsHijiFLBj/hk8VU4LTO73YG0Jm51wRDwQNK1j3lEcTQjuiSMUYifKNLYe8/lsiBHxbZVdm1ErEXawsFpbqQLw88FBjeQ10QYAnMsWDchMaFGR0sWAarNOA9EwY07LsuKso6GQZXW5Tm5dhaQ0yCeFxZ2D55QHrzGZT/xX3/8l4hvfhnCE3jxjNEZzm+f+FQd+P7f92H8N95mXc/ci+YlbVgmz1ITVimC33NeMkpAjQ5VIg1DM4EimUda4fIZ2zIvZOQz33qLwwe/D/fFL2Ocwex6TGsAACAASURBVD6eKO+s5OUZvPKQOk1oCSAJvKWqTDk3SvRQTnz+W8/5oY+qLmZXBVTlA8eH3J7P1JsDOWX21pDqyn2pPJweoKqwBmGtwrFWMMJdrbz84CHPX5yITrG/vvS99xgDzQVyScxNqKrhVGBTjUMq+GHihTTWbeH1aSC7xr2CSXtWGs9r4rHe88gPxNEyzzPHccdymVFG40PgojPn84mjtjireHa+v6LACzjVNZFe4W8m8pq4efIq376/5a23n3Kzv6EWeHddqeeNYByv7nXfh+nrDVZbLqPHlsIqjRMKu0X8uOMSK6OG0QeWlPizP/B9hNcf8eVf+HVef+0R3zKOB+4l1tML7rXmC88L3/jbP80PfPhVfv23/xE/+Nav8eFh4uPlFe4+/5TRVPSP/DDp7o6f+Bf/CD/1W/+IH/jQG+Sd4cf+4PfyW7/5N/nid/ncfV/cAJTq8CZKJefEkjNbSrR2bfKi8NZgVOsn12nqEUNje25bK2qulArKB6rupzWl+/vNWPXevHzUDlMbqfUHcMzpmi5RZIQkQmy9zq6VJbbeCLUCNMsAzPOMtoqiGlU1tLOk0iNZo/VIzV0mHjNTc6RciUBtmlUqCqB2NLMeBk5rL4w5a/tV+tqAVkphrMJoIZiuCGzXG4LDkqSwaYXVip21CIoineWy14oUOwpgqbX/O3UHb1kBVzPm+sK75N5/2GKmGovVjdEYJjuQSiFTyKkiueC0YfQObQ3OBowx5Ca0ZjgME0vqJRZrPQdt2e0nSkoAvHs5E+lhJGcsTQm59rSHq92VijbM6wWALSbE6WuZuY+AQuix2GOYSKqhEEalWVPEBo+KG3t/PTUjPLGKG60QZSlNdzXolggeSl2w15ubdpotd8Bg+86/OWdKSb2JnjJUwTiNvradNY12vSWKCPLGE35tgc9Ey99/8znqcoLSI5kEwzZNmN0TfvKv/c/80pfv2cYdJif0uGewhnWbabXfBM/LimumdztKoZSGt12jWZti3go/+gc+glcZawM/+rHfz9efvknOlfjsRD1dYGdANVhWWGZkjthhAueQ+zMGTzOG3eM9a4kE60hSCU4z0TP8i9ac141zXFmksMaK6B58KDSUblByv9GJMAmUcwfFuVbea8b3lFS/cZMbCWGW2KX2yhCMY9kKJVcOYeC0dpb/YF3/LvtAaUKqV8xHnHn50UNqyv1mFAKXZcG1btqsKFyw3RRnIFTh5cMDEsLaGloca2p89cU7FNV47bjniDBYQ5HKgynweJp4frpwVwqbC5xiZpXK51+c2S79YDdqg/MGLZlHw9C/V4NHFBzdyNPUmN74AMpIv3mJwvmGOu5558tf4k+Mld2v/jQ/PCyo3Q1Pp1f7yf/pV7Af/X1UPfDjP/ZHePWNV3lRGpv23Cg41sKHH+6+62fv++IF0ItgoLCIKJztmAeFkGqimD4iyFIBT4yFwTgGa1FbxNdOKLSq9oy5MqRVWLZCzQUuK7ui2CuDqRGFIMZSnaFZOFjNsiWScqxFoWIhoMm1q9oKQpIuKZFVKN5xLwVlKkZXrIDOfUdTdCRIY6yKEEasNmSkM04EdOlmpAjIXFiXgjGW1uhN6CbMKbOIUARKFiQXaq1QKhtd5j4ah6qNWgp+9MzbTI4JU1XPjCvDFEaK7bJ74x3ntKEKTMax1UxSHbnsirlSCcErR9s2gukyFm8txmjUdbaf142iGnc1clcTt2VFGU2omm1eCSH0unut3KrKus5clgVRwugMgxnwbkTpSsyVx8OeB6VQdGffUy00TxLh4DruYmsbB2M4esfYWj9pxhWvPC1HqBteKlYSL1vP46rwTvMKwlE0R9N3SpTMcbQoiTw0ltfcwIRidJ5dreyM4uQbJfQuSfcBe1prhN2EksqQK1l6k1tryxgmKo0nDw/8j//uf8xn/tJ/xp89nvm3fv9Dti/8LmO+xw8NfKXoAnrl25/4FX7qX/8Jvu/mwKPDgM8zJ5XYYbmhO5K9U7xL5N51f4PXnuWyEmwnnuaamB59EDM+5PTOm4xpJkQDdsQ/GGklMWqF2o2M04RPFa4LZhKE8YDTQjndU/WAl0RWG0ltBG8ZCdwYzSu7iUEaEwoKaHHE7YKjUGpEr4mXdA8OJA2jURzCQKtCKMIweKRU7pMgaLwIPljGFjjaPZtpxLLyjiTa4Gk1UVRlUxArvDOvzApqKVgBoysv/j/u3jTm0jSt7/vd67Oc5d1q7+ruqp7umZ6loYEBhngMRgMBghMbSByIssggOx+Ioih2PsRSlESWlUiR40QWiSAOITIONmYxYd89DAOzMNOzMtN799Re9S5ne7Z7zYf7BTkJgTHzBeWRSqo6dd5zTp06536e+7r+1+/nBVHUrDc7Yq3BWuTgWdiaaQrs65p1StwyBi9rzpCcDZ47dx+SfaAKAdH1LIxmWddE5xlDoFeZHQl0xeAdJ90xfVVxGjWXqpbDEADNu/YXLOplMQCOa06y4HgMiH5LYzTjZkMjErdEphd73NpuuOs1V6Sg6R9ydvUZXvzoR/nLL/4E1Sd/kTv3T+Dzn+B1e8QnX79Nig+o3/Mcbkp8ba1pu2N+99d+gW9YZrrbb9DPr3L1XV/Js1/13Je89v6ZOAEIAZF8XtOThOiYzVuSLOLmksWBGKDWCiUExpYvgWlrJj+CKUNdysXCrBeFRV9pRW0raiVKpjpGkizJEKbSvA3diLamiLoBVdV0IaCNRCtBFoW/PbieUUM3Oay1jP2I1gY3BayumMbSu5hyZohlEfTZUxnN2PeFO59gNw6MPrA32yMgyCKTRD6vP2eQhpwkCEUSkiwVQmqE1EVYLkv2v61qdEr0ziObBnVeZlFVTUyZKTi8d9RaFYmJUYz9rlAZVfEOxxipFOQUqCtTJpVtUzASIpF9ZK9qSbI4gbUoPZVEJpEwqki4MwnZVLiUmSZH8o4uR7SpqdsGHxzCe6a+I8rCENJCQ044V04iEwGtFVoXP7TKiUrJMoUdHEJkrCx46TEXLv98PgerqUxFfZ4qklqxUBJFJIsCjWutpDEKhWBvb4/Jl9SQFQohcmG5IxjH8XzKWaKVxZwvbkMoPHkZcxnU6Xswiu36rNAvQ+TffPdz/Fs3jnjfRcPb4hnYilxVODxVVbE0lhgde41CpEAbAuPY0RgNEmRlSj0dwAU67+mDo99sSanY0sZzk5VWmdfuHHP/eMX86IDljZsFmf7oAaMPyP19wmlPXm8Yug7Xe+Z7i5KXjyWRlnMh5I7bEVsvqRYLWlux2w74yiAT1CkyayyLqiH3E/V8xoXZHB09y6oiZ7DG4Ieh8PFzZkqOed2gtS1pMCVpjSbuBnwu+OPkCzW3jxGEwIfEOA7MlgvGmGkri/QFjuZSuU8WEKIjRk/XDZiqZoiZbgoImdk6h6xKEi35wMmqx08T68Exm81ZzBYs9/bLZ35ZCJ3VeT9LLZaMuczGhNEjpcU0DW1bsbSa/vgRi9YWfEu/JcZIkBLTtgBUVYNqmoJT15LZbMYUPIfbU0zdMK8bVqNnOLrMm7/1azz+5qfJu2P0tcd5PdeEx5/m7htfoH/595m99a1weJGrleEtTz9Fu3fE9UtX2PnIykd++5W7/MpnX+Fe+P8JDC7njJRlEQoqESTEkPDe43NGxEgVS801E2iMZucHuhzoJoepNJtpos9lwVY+IEn4aSQQQUNUkWQEXhtSFthUyhwED2bGKAdi6tEqc+Ic6+jJSZCyIPuE9qDrhjG5smB2PUq3DOcckCF6GhqqUbNxnmN7LiyRlpwVQhm2yTEIqIVFxMyjONLlSJczXRYEYXFJMPZdee2xSNxjSuRU3o9KF5jckBJnY4cjIKRi6twf8uzTuOWARFABRVmMG6PRMVJXBqU1JmeWoiK6cyDdOVrXNjXrYcCHsthrA123RZ8Lw2sEcZiopaZFUEVIWRC0Yuw7tsEh9mdoIWlyKa+EwbOwc4SxUJfdhIiSWmq20TPMWnATJkd0lZjPNTYHJB4ZPVbKUqIKiU2YyKFMOHc5ME0TYwicpkhCMuDphOdACqgVpjGIyhC1ZLk3R4dcyiTLhp0FVAIR2cpMRnPD1OzJIrevbIsUJR4rzkFzqVEkF9nTDV3f07Y1SlnudA559QLm8iU+u07Eq29FSEMSNe2QmD7/CptXXmfuLavjiaxrulqzbBd4XSNdIpqEk74kX6LkWj1nFjOmXTL6xJgCg1XYSqCt4ezsFu94503unez43Y9/GrHIsLQs4gKzSYTGsHziBgdHV6Fq2LlIDBEzM0SliEGgRMbKxP3THf2UGMaEbis6Rs5EZJUTQxiJ2SMbwagGdOcQGFKIzJqazTgwnzXYGKltTRwDcpqogL22LSUYP3DpcI+VmwBJFJ5dmtChRDQvColGMO48dJ4xRJStaEPEKNhFhw+JdQDFwHKv5XS3YxoGknfci47jFHAhsksZozUXMygCB0bQdgNzLTgJA6sYeOX+KQ+8Z4wTjZEon9jLkscqy0WrWLhAHRUyTNjgWCnBnQTDtOO2qglWEGTC+8wVpVnKwCgSPkfUrOE0BkIXuDyvONkOHAiPvvIEv/PSXb779j/nG44/yS+Yp3mlkzzWeH57vSH3A1e/8V/jq9o5f+3Zp1hNOz78xmu8/GjDBx85/slK81vrQBKW+73gx1/40lNAfyaawEKIkoCQGZUkKULVaHIQ6KSQSmO0ohYVJ+MapoSqDCEmFrZhGEb26xkiJjo/UFnLVgpkVNhUiJZZKEIqU4fOeZySpOC4UC3ZxIwWCikV03bk0mLB5AamkPHnuxKEKK8ra3xwJJGKwUebIqJIqVyV5kRbFfPUgCO7QIwFZ0FMqKom+fMR7lAGsjIlwRNCoS12wxaVYTabYYxBKRDSkLVkykWVaGLGVrbwV7xnZgwyBaQqjzWmhMkCkRVJGAYfmFU1fTcRkqPSliwzWllwI1FRcNoxM6ssSUu2fceebVBG4VOg70ojECTeRYwtk6lKSnwsdf7WVEzDhFdgQibKVLhCUjEMI7nSROfRJLTUqAjEwG507C8XxNGz3q3IWp+bjwzRBUgJWalSr0fQSo2oK8ZpOCfIJgYSxoOVmixLPrybIqIy+GkiTBGvBL13uE4SKEBBnQVClIuQ1W6Dblsqa8gk+ugQKGpjGYYB0VqqecMQJuqqIjiP04JZ05B9ZN8azrRm40ZKwDmhhKVu54xhQkqQWpGyZ5xg23u8XLEwDfhIpRQ0hj7B6eqMxWzO2diznNf4dYcSNZVNxFDitx/9/Oe5uH+JRsMr61tgKqJ36EozuY5N39G2inqvZuwn5osFu92Kql0wbQdIEVUZ5pU8Z1I1rPxELSSWBGRCEGSt0NnT+MyoMiJnagFVLqWdbXSFPttPaFVscyFGMo5GWRyW0/WKQ9vghoCSiUuLJSfDhFQKcs8iVeymiLASv+mQVcU6TGg0FoFtW3ajR0vL8a5niokLVmNkSczlJLAkxgxewLy17IZMVoaoHdt+B7bioKqJqkEYjfITOSWCcPjomVKkbVu6bc9yvoecJC4JDucLODtmaSxBQpciKgRmWtOFMj1eS/AZus2OajanqzP3o+ExnbnjIw/e+ATXX/gNvvDoFq+tRxb1yN11z7ZPDC/8Nu/89m/jzp07/NXv+ytEMisX+Oav+yo+c3zK9rUHnH7uDUJ0rGrNtF2jZcWXCoP4M7EDIIPPEe89Ohc+vO89sXf45BiiP6+HjyybOVtrkC5xJEx582tDGj1pCoi2wufEjNIwHAS4KZCmQBaSPEaO7IKsLc7W9J3H5YlhSmQnOGhq1m5HJyUpFSibT5E+JUYxlQ6TtgRRuC/unHVjlWSUkpjP1YICghckqZnLMuOg2pYpeCSFg29ihuRKlFBApQ0LXXFpvsfh/pLGzjBYctL4KSK8R5aJd5wuZMo2G0zOJBEKnz1HRN2iZH2uyYNM6Y1MvSfq4keefCTImjEEvJXliqv3mNExZodPmda0bH1gdx73VEZwFkDY4mEYhOIsRNw5UkFWCuk8ez7wlu4hL1+/wuGVS1jfcae2rK5f5+K05S1+jbaKMQfmMRd5z7zhNEyMGLTZI8cilanRiAjZamyCWsuCRs6C7nzYrFKSlAVJGVpbo6Xk1TzxyAceuonbmy1bobm3G1mHRJdTKVWF0ufQZOaqRUqJrSvqDLPzWGw0pmCVteSgMTTek3KgEYZ1SExGMdMCfIfK8MRyjz13xvW9hrzdICrB2EbGYY30CT9uih3UK65quCgc+2JOGyOLMbJIguCmIkOSNd2QmEnLtN1ymDw3c2LjQVdz9qLi6564SXVynyebluPP34Z1jzeRKA3SXkQvjugzjJsRGTy7+48gKYQVIAIXr72lcP9P7lGrCt972qxIITJozXbXUyMYgiNKw9R5jnRm4wIuS4zOOO2ZMoSQQGeC8ESZ0I0pQng/Yqykqgx1rWmqgkofuzUzMxHHDctqzkn0vDF1qMWSYV5zIhOVbdC2ZTv0+H7HRR1ZRsFCZy5IQa013kqMbBCq5k4aS1JtuybFjoqIEj2TUMzqBcE5RimYKWhV5GEleRgCmxAZlcZSuFjb2vBgGhG5lMqM65ll2C726JJn33vmukLYlmksZsHRQ2saQhLsRsfhesON+w+59fST1HXNt3/0V/n6xY5fuTUAh7RqQ6hnvP7mLd73LV/GMzLyP/x7f4kPrzf84K/8Mm+9fo3PPNjRPdyyfO0lMhPJKlR1GURFztsveen9M3ECyEArDFZoHBQEr5LUs5oAGGExAoRK6Jiox8Kn90oiffxD1aHRijxFhDZoAThH9AmahiAlfgwlZZI82XuqROHFnD+nS4mtd8VMFiISUXL059ztqZuobQUpUUuNDAlCYoie0QfCefpHKIlShY4ZYyABQgumaTp/KlHSE1IUphAApdYtRDEdFbVkLhpGioXJCEnKhcVeKYlVGh/LVazMsqSTUkRMHW7YkLMgSsU4TUgFqIQk06TS5BQy4acJ6aHSFX2KRKvISZATBDJKS4IrV3eRTCMyAoVPGRknZloggkNEIGqyUhzbig/f+DLWv/cp/vFvfZb1jbfyE7/5fn70J3+ezVue4QPyElM1JyYI2oCZYWJmqSti9GzdwCQzwpTdlve+TF6S8DHjgKjKAI+IqfCXztNRfQiMITKbIjEmlCzcn34szet+cmht8JMjOIeypugEkXTjRAgBaSymKSkjkwVME2kcCTEjjGUaHEOYMH6CGBhTMb8FP9BHx/VLF0nDmtoumLY9i3qOsTOS2zG4knxBee6ExD3bcCZ7NrVlqmo22nImIju/o+u23NmsuBs6tpVhmtWsqkySgs1mxWMXj9iNA+21S2zdjsXRESwP8asVY3eMnGVC7FgezLGHe+jZPnp+gNY1aUown7MZThHeg53hssOJEno4Wi6oXEnIRSVojKSuG5KpmQawixaXEkM3ln+fVBws5qRxpJK6zFC4idXxI5qqJowDhMC27zjre3TdMPlMHxK2nXF28gjjPRcrw3B2jHYjcwlpGhB+YlnPMbrlxCVOcgCfWS4XbFKiGyOz6BCbE+pUTgr7hwcY2TBbtKRsUCGg0sSiqUm7jspquvWKufMcVDVWaWqtMFrTna1pVMGyT8JQtzO8MfSA2J4SpKKxlrnJPLp3C6U0MgSkmNgMW/aVpvID4tIBL16aU985w33w/azzjp/6jQ/whOzZM561ucLtl17mK9/9PF9orvHnvuZr2O16Hjw6xamWL9y5x+u//2nE/gz5xJPUpsV6gZ5pfI5UdvElr71/YglICPHDwF8EHuac33V+238F/DXg0fnd/lbO+RfO/+4/B74PiMB/nHP+5T/pOXIuY/hVVeH7Aa0Uu5yRCCopsCmRJ49uKsK2QJYmJXGpjOAH55HW0u82zPbnnHYTS1Mgcz5IznrHTElIqYignS/y6JhBaYLvyAFSDfEcVFBCD55GazoSI4mDes7OjSifkLakNVQObLMkhMAiB6yt2ZHI3lFJhVGKkYzOBV0RzkUYVW3woz+PHWZSLqYzEKX8ERz2HJomidTGkGOhGcohIAXk4CAkLuwf0Q87lk2LEJkpArk0Q+91HSiNiwKhE5XRpKHwfJT2zFtLChMyKaqmZTMMKKuJuTSbbQCFwoVEEqVU0o8jQktkBqEECFAZrJbgB8Z+4h/97Af4FnGXX35l4O/9/R+Eg32MNPzir36Ux68f8MPf+5cJQpDqmmbacHk5YxgGslWsJs/WBwiKEBPGaMI4IqUCVQxQYyngUEmLF4ouOSSJbShR14tYNiFioiYphfOeVld4kdl6jzEVlTK4qSteaD+ybCxdDOxSZLcbsFIyb1VZzEbP1LZ0UTCTZZBIWYmVgrEbsFlyfHZKWD7Oi8cd737L2wlJgle4rPBthTi4TjXfIydN7B1LKem7HdfbOWazZaU19Zi4iGQSiWf3Cpr5vjaw8/Qq8UhL9rIhJ4iLJfXFC9hcSmRb78FN2MqQRUUlNbtpw9BvsFVDd7pDL1pi6JFBQpZMcuId73iWs7EM5NUyMSrDcd+zUAaZI+sUkYNjqSPkRFzOseOEyplYt6xOzrgws6Scmdo56yzQFJhdXyfGlBhCwsdAuzygdztePXnEvJ1Rx0gfHabdI/QjFaDqphj/EkUAlCNVVnTbNaKdk2XkbPAM6x1WZ0IMZCXYby1jyqymgcE2VOeDmmnytAdzhrEvMXBjWI8jUtfMo6Cfema2wnnH8TCyXCyQ/Q5rDX6XGLVDzTXaZGoXmVWBjgW+77h08ZBhM2KEYG9Ps2kU3sH+4QV+7sWX2L90nS//5z/DU3PJT3/io1xeLLl44SqvbD2/97M/y7Nf8RSnZw959qlvwA2nHNczTl99nT//7DOsX/4Y1xrNBz/wBU7bi0Q3MdNwOpxiZ5bQ9//yK/7/4/hidgA/AnzrH3H738s5P3/+6w8W/3cA3w288/xn/ichxBfVqnZA7zxGgJQSzrGxs8pS6dJZV0kiFw2rXOrq2XumGEAXPruwmm7oqbVhjJmsK6q2YXRT4fBYWyZyRRnE8rlMxjZNQ1vPiiQjJqwypHSuSYyFM66ruqAfcqKqG+I5IAxZuOTSVgXslShfzpwhZqQwRZGnLPiCenWpcMkrY4ijRyVRLFWylCRCiOQkCFNApFLuiAnGGBmdQ8piHqutYVEbVHIsKsthXWFDLFdc3pOTZ7+pmNcVUqpzcmZgnSY22Rc/8DiimoreD4RuOE/FCASZSihyLDJ4LRWNtkwxM2salNSErAkpg9CF2JoGGm05mDz/yVXNzbc+zd/67m/i6nQMJx2x6+CVj/Fvv+NJlpXFDZ59K7kw0zRGIpKnzoJZhrlQVLlwoKDsfmamwodQHLtkjC2vtYTLS71aZUUWirMcS36ejJRlophY/MQueMYccKls3Q2SutH4vieSGYOnsoZ5U5NyJuXMwf4SlSDGSGM0Bk0Qhmma2LcVSpSTQXKeB7vArUdbghwxbVXqw49dK0NczpUhMtnQxMwiBqZNRAwDInsaInoMSFHhpi3WD6TdwMFsj0paFFWJpArBqw/XfOrlN/j8C58guoTzEdHa889bgx8lRi3IXtD3I7oG4oBpK5zboZIHn7i93dHvzgpob3BUQhKEZMhl2N7mxN5iWd5rEXg0bpif70J3JOy8RRvLmGEShdK5nRybbmLnAt1UFJRJCnZnW5amZn8+pzYSk0QJO0TBfG+fSQHWsA2ZTU5s+4nBBwbfc/FgDzF2zKeA3Ssyl30EjZZ0oohTpCm7b6uKRCcnwbyu2HrPiEYhSKowqoaUOfUDQZT5GikV2VomIaibGUvbcDBvMKYkCo2Q2Pk+SxERsznVwRVEvcDMKqI19H1pQjstmGLipZ/6KV7/b/87nrnW8rE3XqZWDUdtxStjzYdfus1TX/EEX/Ht38rTb32W98w9GzJuuaBta+y4ZW8Ge0f7PD5vef7aRXx01Ms5C2NJ4wjnBNEv5fgTdwA5598SQtz4Ih/vLwH/OOc8Aa8LIV4Bvgb43T/uhxICJcoiczZ5VPYc6ozFkEKGLGmsop8GnDB/2Mycn3O6z7oBp2tSkMgQUTbTB01MmSwHMpKoNFM/0MtMMoY2ZmzIRB0RO0iVoO/7EufsOubtnO1moqoLOrk/3bKQhspq+nHCKfA5IJTBKomU0GeDoTQkBeBlpB8Hjuo5uXekSpGcL3iEmOhCppIa60ZS9rgUWNgZLmSSUWSRkTEhMqUHksr4up1bUpJoAnPTImPx8e62I3XdMGxPOZjNWE2JRksqMqduR8WcNks2eCokYijIZ5kMlZ6Tc0ZbRbcbOFgs6Xcdg8qQMsIFvEnMtCEMDqTEKiCMaF0zeVcGieSM33799zlaLvi9X/gNwpUnWWUNYYMaK5Ld58PH8NjW8HWP38Ad3+N07xC722J0TZczU8pUQiCtZTIaMYUiKSdS6TLpY3ymkhIkJBHJIWGrGSEMRDcxoWmNJSdPCKLs+LKnkpqZMmyngUlLlnUFQ8/J6YaDvX38NGJQKAGbscf7yMX9BcKNtERqVOn/1GCTAy+YtELoMiB4cvt16n6DOltC3qFjRf/iilpqCD1xb0HuH8G04oMLwerL30nfR2aNYjaC88AMwggvn1Z4BK92A9MwcCUJ4uv3mC8VV6YNFyRUdQs3bqLqBUkJslKY+SHTtCZVmbrShPVEFhlRZZjAnyVme4d0wymL2YLNZ17hsW96ggfdluVyj+OzR8xmM3JSoARy6iDBKoCv51ysDA82O4TVJO+Yhol7WaOl4NCVvkySiqQ1+9ngo6CjLw1u6mKKSyNWzDjVNQ/XOy66U3aVQLc1/WrDhaomxIlqsSjOblMQ1EEXAqvwW1JKdHqOixrtR6yQbHuHlYpGGcbeMclAFpo6gQ8To0xs1gPzxT61VhAVLmS8FMh+oPayDKAua+6uVjihmM9bfuljrzJ0jAxiZgAAIABJREFUI//GVz3Bqjngo//wRzhDsH/zJu99/l2EtmI1SrQL3O0e8czFPf7utUz9rov8gw+9wHB6j8evXOeN9gof/rmfhPVtds//B/z4b7/Eu+eCf/rK51jefIbdBz+JqWo+4jxNc5XpniN1Hcd3PoJKLasv3EJrmAtb5he+yIX5/+v4UlJA/5EQ4t8Hfg/4GznnM+Ax4EP/wn1un9/2/zqEEH8d+OsAFx67XmqvMlNXTeF553DOZhElKZJK0ymFRJUTsapwKSHOuSZSGUKE5d4e22Fk3rbEaURqiSaThoBAom3ZLVht6IcdJhssmiEUMFz2EazFCYFS50pAqaiqgjiwQjGqQoyslEVhyN6Tcyg14qY0LaWPyJmlphATq6amy4Fm1pK3A+TMpKCRFqEV1mqi10w+Ef2E0BVD8NSyYIcn55Bao5Vkt9my2JtDLDYsKVUhEhrNo65nvr9fJqgFiJAIeNq6QkweLQX72kCMeC3wOeF2O5SyZegtBKwyDP2IbRqGMJKAurLEnMkyEnLCSEPOgVHVdL1jrjXDFDi6YHjpxc8SDi7w9mee4Z++cJthFzi6doQbJ3y14AO/9Mt853ufp9ZHrJWl6wOzlNGpXD3JtgKfmWIg5+JstXWBbC0xOCKOjIwRRSQJgXeZgCObIn0xLpIzKKUIITGmMvlsjWHqB5SWKCXp1itmWjNb7LHuBoRV+NFhlS69HAS7bkCTqWqNRtFNAWMUOkvUYoaL0LjMk295msW44ualp7jw9NOQBMt2QdrdZlytUE89SXv5KnauOXlwl5/4J7/BA+e4eNAy5MxNsYdatGwZuXF4gf/9H/0ocm/JfHGVs27k2/+Vr2aeNJvVyNVKcdl4uvtvckLNrJ4Y+hWoCpsEh5cusxGB3cNHMEyo2RIfI+RChu26LSiB6zuUhG0f2TOKYepR8wMyiUDCJ5CiRlYzmNa0IbM6O2ZXLcjdiOl2VLMlprG4vsPWizKpLiLDONCLgt6maelGT3YjOWSksdxdnxGrmvlsH7uQSDxxdDRVTXKORiacnxhTLkjonLB2wW7clT7fzLDaeuZVg60lWknUUBwAJ32HFRqlBC4kKg2NMaxd5MKli6yPz6jrmlpZ3NSRYyDHTG1qupRZrdcgVBn+E5nbDx+hZgtibXlz1fFN730fb56dcvNrvgJ39xZ+N+JI7FvD/NLj9Knnre6MH7h1jNzuuPnYVe7Lmkf3VrA9Zf7MDYb7Gy6EwM2n384tban6HVebiupwxssnW9r6kIUW7D/zHNOte1x8dIu3XLnAy5sTptUpz125xq9/CQs4/OlPAP8z8Lcp/du/Dfxd4HsB8Ufc9480F+ecfwj4IYBnvuz5LLViyAkZI1YazpSi1ro0fCtFlyioBwIigfcOhCZnBQK861FasHUjSQmC3yG1AgRVLlCyIQpkDCzR7HwkzmeYweNtRglLdgGZYRMERkW08hAjImRcHgmmJuaMGneo2bz0C0QuYDYqdBrpx5G6ttgc2W0Hatvgq0Q/9WhhWQ89e7bBpEQVe6TI9D4ipGbwgYOmJmDK9G4MVLpiGHdUTU0fBf04MBMClQVunFgsWqJtWZ+dsJi1PNpNrJC0YmSmZ2SRkFQI79G1YRscSioUmSEFgk8c1oY+ZUKXqG2FkwFjNG4czmvdVSlpicQaidSGkAK2rjg5XtMYianLsJceTviv/+p38mv/7Dc4m0nec/2ANz8+sn7jLpDg9uf4/u/7Hv71C5nX775Jb/eYxZE+lmjv6HqaVLyqSZZYX1XVHE89Shl6ZAHxNZpx7DmUlhwzWylIKrPbDch2jsgTJimsKFfsPgsqyklllBmSIAwD87aBKTMNHVUWbJVmNY080S7J0ZOkZOM8UiuqKDExIMnEaWTAUKuMyJ4kZ0Qh2I0D2l/m/psPoDmi62Far8CtiToTK8vazFlenvP+f/f7ubq3x0sRVCv5uJhBpUnOgRRc/spL9OuOhy87aDU/8Q9+CMwC8oB87IC/8R1fzSUUi5Wn357RpsD29n24dp2Te2uEnlFxgLhS/p9rPcdXkcSEHDVG1Ex9DwcLOhdIsmYae4TKeCTNvGHottTCcrztaGrNtXnLm03NYrNlChOHB4dYJFvAWV3EJt7Rk0EbNrnEgJtNTxYZXdUsteL4bMOVowN2j46RSrCJkfl5EKITmZA9XhuCqtkdr7h4aY/tOLDnHOusqIRhd7rhUl2x253yqJ3Rn+3YtzUjJXK9XFb0oSbIwLEubufUeR6tVthFw9kYCATaWUND5sw5XG3Pqw2RejFjPXb0PrGwMLgVb+4mHteeXz/u8d1Ac3xCbxsqYBYGbifB6vc+wqJ7wI+8eo/bLLh8aNnaOS/85kfh/i0uvPdbOD4+5suOP8u+SHzbc9/JRz7xKb71vd/AzcOWdPPt/Dc/8MP8+asLDtpD7l9/N7/6ob/Pf/qvPsf1xZwXhnfxwZ//Gb73m5/j13/8T7mCnx9/qhRQzvlBzjnmnBPwv1DKPFCu+B//F+56Hbj7Jz2eEJLkSqI1W0nMDttaVsMG7z3drqAEyIXHElXh9jS1LZn1WEibZFnSLSGRhSCERK0MCXAUh7DOkp33+BTRsYhPHMX48wfIhZmQNFlSV1Wph1tNEsU9nEzh3IQUGbJj8iMuwyp6RhJ/0PHQsvBu+lDy4CF6UKCMZuN7nCgEUhd8sYlJwbKtGfoV1azknUWKhUUjylRu8KVHYluL8yNN07D1kc476vmCwRdn6bLWICJdCkxKMo4jRll2rojqpyQYU5HFVKqic+U2UxsqK5n8RD/2GCVZzuYkH5AKksjkMVPL8n6cnB2jVvfZF45pmtAo1lNka1v2n3qCd9x8iuPVGjWbofcX6P0lNEtcs+CRy0wUEJ7PEVtX7NwI0hQPr8iEFOmD46TfwnlDfCMSJ9NAt+2phGE9DrgcyVKwcYHD/QNmAoSpsbYuDdwYyApSDvQhIHWNloooDb3QHI9lStsIkHt7vP+Fj2Obukymk6i1JMbCBjLCnCe1GhQZNY2MfmSbRkKKtLZCkJib0mStGkt9uIfaO0DWlqHvCdsNUThQNcPJSErlsyCNYtY0WGVo5jWoYow7vLwgiB3txQO0yGBh1sJKzPjMvVNee/1zPPfMDVabHo6O6H0x6Y0SZocXGV1E1IrgUxnSCpAdTCHCrKAlYpVZ10vU/iVqEbA5kvoekQLoTGUB0/D+T77Eb37+9jmdNHPsHfe7LSeD42wKxKGnVgJ0hZeaJkPtoU4DR3UBuD04O2NRGbYPHjK7cMQmeA6altB3IDPZT8zriqQLY+tiY4ljos+arDPzecvUDcwqw2LWFh2qsSxNRass87ZhWWmqmDgdh0LpHAf6qSeFkf12Tjf0ZJ1Yzg4YHHgXUW2NU8Wb7b1nkPAgS06E5J3PPceiajhsG0Q/8I6vehcXrl8gV5ovVHNemQZiWzNIy1e6Ex579cO8XC1516zmZHmFuw/O4Ow2T//Fb2TzhRd5z5UDZk9c593f+i28fvsN9MU9PvSpz/PYU4/zwqOOD71+l8cvL/jq55/j+uMXuXyh4uHDUzoXqHtPhWJ2sP+nWb7/b8efagcghLiac753/sfvAD5z/vv/E/g/hBD/PXANeAb4yJ/0eJlEsopKKoiCQKZ/8zUu7R0xmBqtMi2JpMEHiYKScOg7KmOZVZrJBeZtU2JogK5apu2WKXjsrCHuOlRV40PJjdss8DEgABUTyUAWBWtQGejHHu1rtKzocVR1jXERP3hGWxFDxuZEIJPJRfpiFJGCOO5CRDSGFECOvjg/jSCOgYuzJZuhY1KUXUcKqOAZEphqwabboa0pCGJZcMshBGphkFbhxom6sSQyra3YjhNDTsyrhu14n305xzuDrBSD9yQjcWEqOkuXED4yjT09EWUbNkpiQ6YJniA8y7olAENw1A5mqmZSjhwT1kREAq0kVWWZXbwM0iBkojaJKRk22fLy/Tu8+/oheVbTJYWfPJgIiyW7xSXeVBWWTJUDI4LjXceiseTJM6FwWpNjQOdElooxBJqqKciKugbvycCJVkBgJuuSANlsqUUk6pbN0FMlTTWfcefhHR47OqALHkGgDmC1pvces5wjQyD6yK3VxE//zK/w7/yV76J/Y02TEkpLtJBYbemHAdqabec4aitSv6G1hpA8o0u8eueMS6rl5pWr0Pf0rWU0GeYzqktPkGZ7yKnHrdegR8z1G/DwhO1sBs6znXowGpkjp0ngVQUP7iGv7NOvt7RyTug23KiX1MNIffkxVgvJP/vgB2guXWVad6TdQIqO6rGW03svgjH4R1t4cAqHe1RH+yUyvKhI04SeLGFW8Uu/9qt8/fPP0Z5/T5ZXL7DarElngSWRZ9UZP/ZjP8BH1GO862/+Z1xVDYOC/soFLowbDh8+YqsbgkxctIazLlKJhB8dbnGRk12Prxa8tt1xcPUG96fbnHzhNr53XLpwgFKap80ezTTQu4GQytDcgzghomDZzjj2a0YHeb7HVhg65/AhsFmtmNkabSRjzBxvtphZi/KOppY0Aaqcief6WeEjV9s5n/65X+boycc5ySODrbmfDZv1SzxuFPrlN0iT427ypH7kadtw53df4HSxx9s/9A95brngjRc/g4gCt1rjb1zjbdpz94O/QM6RIwl3Ll3ks7/4IfyDN3jr93wHdx4c8ze/7T08+8wT/Bc/9wE+8OoDvvHrn2YdM7/5/p/j8ZuPcSe1vO3ogHlzjYcnHnWh56nLV1leeYJQt7yjSpw9/RQ796Wn+L+YGOiPAX8BuCCEuA38l8BfEEI8TynvvAH8hwA5588KIX4c+H0gAN+fC5bxjz8ydOexOhMixlj2L1xBxIQ3krHvqKuCdR78xP459yZQhO7BF5WcJBOtpFIVm2FHYy2Dj0ThaIQkpMIet0mCVEwiIUJEExgl5JSRUjCSEVWFiArvE6jMMAxEyolnHTwyKmZal5qpVahUrv5jzmVfJVUZThoC9XLBMPZMg0MKQb/ZgqRM30qFyMWFkKRl9AmrJVHEkvaJCRJIo5FCMoaJubLkJECDGyeE1qQpgDYMQrLxUImaFEr6wpPRUjOME2OIyEoi2oaYHC4m7j864drhZbwo5ZW+70lCopuKqCpyyoyh8PqHPJJFxrtAMpbB1EXN6DdIERDSsCTy/N4BkLlysMSv15j5EYlMxHHAiPBbBqHJMaOIVFVD3w1camoGF3BZgJBUCazRiJTOBfWJ3k/otmIz9rhzH0HvenRdo6oaIQXRB+Z7C3IXGJxnGD1Ii9WwnSaUqRApnO+yEqOQzCrDax/7FPhApYAcy5yGlsRpYhwdSpS6uVYFWFfXDS4EtLa0dUNsZ5z0nutolFHEaQJrwDlwE3PbcXbvDqaZleny1T2EPkJse7QtTVcdBArLclFzuu5o632GTaCXAqE1YNhv9rBuy+9/+uPE5YKQJUYDZyekIJDtAuUDoqnI3USrW/pmYLa/pDs7Q9WauOupLxwwblcwBuR6zdnZmqFRXDs85H/7yZ/ife/7ZvRnP8uTb30Cfe8W77t5xJ1Pv4l44zUe3bvN137LN/E//tIv8l3f9s0MQoA2eL9BGMtyccjp9h71wZIvvPQaH/3Qh7n5lV/Bx199nfGTn2Madzx+eUFcD7y5fsSq83DjnbzrLU9wunHkYaBpau67wEI59lJFrGesdoKnYscHP/l5rr7ty1m2DWR42A+02aNMzfz6De71W2bVnJ3rqXSF9xKTI+tHD1heeYy8XdO+/knS6k2Ow4RdXubBesfW77h55XGuhEg77thmCK6Ua8/skofDyHe2Fjes6J2nWW/ozzouqh1X9gQf7nr8/IBnTeJzdoG//SLy2lVu97CXDObSNe61+xitufPgIX3WvPyJT3B0+Qq/89lX+Pqvfy/39ud0zREbGVCLiyyOHuf+6TH7Bzfws4YLN54oaJUv8fhiUkDf80fc/L/+Mff/O8Df+Zd5EUkIZlkQZSLZTAOc6oqRkaNhwAhJLwxxKALtXSjRsNpW+GksQ2C26OV8pfBpJOgSAZPClC98bUlDIBvFmchUFABYbyAOApkgy0QwhioWmYiXA6JWVFETUqTLgR7HfrbkOrPNI7O20Da9zIggEaiCFnCOJKHVlofdmqw0TRDIlOirQghtUpk5UGTQCplHKpWYMHifaFXpe4xCYVIkxIx0E1sbME6jk8LrhJtGltowGcOn3nzAzbc9y+b+K2R5gCOxGBMiTUx7La8/eMgrxwP9MPHc1SvsNzWXZkc4oXiQR6pcmmk+TMyQ/PTvfIiv/dqvYxkEQiiSWDI5hzCazdSzYEJrTdA1ybaMNeyU5E1n+Mb5AW/c+gS0Bp86DBXRW7h0lf3HnuSFz73O133Z0+juFEVF2j/Eiok5iddvnQDw1LUjctdjRVUGtuYVy2gIk6OtLAcRhpA5rkDoRPaZLglqEVnvetK0Rs+OiKYCqwmrgZls6dOOWDXIydB4RydgVJ5vf/oiH9s94MrpmlMR2ClDTUGCixhpqgo8SBOZIpiU8fN9HnrPey/MeeLa2/n5F+9wqODPve06L92/S394yLDq+N4vv85TdDz5Hd/F9/3gj+LljH7nyXsTeZvxN2pyjAhv6KeBdhyYL2oeiVMYe6ghIyDC3WHixs3rXGhnHJ+e8OS1azy8/WEe7S/B1qQx0o8ZqRdkbejx/xdzb/pt11Xe6T5z9Wvtfp++k3TUWJJl2XKPG7CN7cSx6UzfJA4hCU0SiiRUVQJJAXVzUyRUQkgBgSIQkqKHGLARncGyjXEry7KtXjpHzTlHOv3uV7/WnPVh+9anGqNGFWPUZf4Ba+wPa7/vXHO+v+eB4Sq+dCBWGBbkFkRRBqYOyw28PRXOakXusn1eV4v484cfY0ov8uGTexmatTiw40qGN23mc3nCifv/hg07tvPxV3+QE5nHQ4sd7nzj67m7ewYvavOXe3/CMh7vufsVtAyXLQuP0jq8j70/f4RS2WJn3KbXzUnLHq6t07uwyMjQKKeuuoHy0N2kho2Ugl43o+KWKOkQCMGxoEdYnuZb29Z4YmmdDyMR3jjF5hlSXeey7dtYO3aYD+zdB8PTEK2CbUIvBE1nl6XYVavz1YMnuXXbAL/pznHuzBGWB8dpn3qWK2xBT+WohUMYMmD7RIXm+RZDrovlKgKluCw1aCqBowI2aIKVfICy3qa4Ns+9ByOMQoWLCiH3Pb9K9vXvYN5wOWkkqDd6OGOD/KSVkC+d5XxpkDBt8bXvPUjU61KoDZCXNB7+zk9ZTDM+/18+DYM1kAZalrA7XeOJkyd4vtPGCGPecONL/3fK7P90/XKwgJRENyw0AVEaEgGeNBAxdBybIOoxjIUmbITSsFNBS6UIAcVcoFsGvaTfEPTcRxcGudJxBPgq69M9ez5lr9A/FrAMMDTiNKNmeKxbId6L0zoyyRF5gtQhM3XSRPVNXEIwlAKmRS+V2MLBSBUxCl3PUblGEIaU3T4rXbP6n59RmiA8tz+JJBS5buAKEztLyEyFyhVVTRHrGu3YhCwl13M024JMkmcxwtWJ04SiVkJ5FZy8R2rrLAcZdd0hFYoVBSKFf/rhw7z0zpuwizVW0yJ2HBDrHaING/n9f9rLwv5DVDttMsfi+16RqmWxHgfkpo2TJZgyo23ZuI6DtnaBu664hI994KMElU1ktoEiJSJDUzFlzUQhiLOUou6QAOWyh6UyVs+c5V9km7fedD2H9zU47w4jtAyMjCcOzzCnlfjpj37A7a9+FZ08YXRkEt8PqY8OUi26fOoTX0Zh8ucf/VNio0xmQGZCt9OjXiuC3sdvizZsNGD0/BHySGfZqZKaCpF5bNAiMj8nLFssRl12m5OsD1SRtkdpoYfSJOueR55qJJqO5dgoN8O/4ioOVCuYjQ5jvS4rQqC5Bdw8Iwt7RLpOVRaohV3WBoc40om5a6zGoZ8do/rq11Ff6JCjmFte4IbxCXbnLW6+9FJuGi+DVueDh16ge/IMVAYIXRPSHhQzWPLAjtGGHPR1WIklhq0oh4BZwichX8swMx8PwU+fO05JCXaMjzDXS4iMKjRXcUsCb3CY9W4HWzOIjByVSoZ8j1V/HbGpStLKMAdHSfOA8rxDx0+Z3DHOpoEC8vAsvZEtvNU/xa2rk5ypjnBa5UzXxun15jntjRGUYM0Z5GcdF3dqEr7wN5xYmeXbb3wzN5ZH2ZD6aFrKrG7RffAhXnfd1Zw/fYrLj/XZSstRhPIEhpGRJTqzg9ux0w4bXtiPv96kkMQUTYPNI8OUVcwrb7mRljHBrZ/9Jq/fvZXfWJxmZrHG+Qf2YpVMfE1Rx+KNrbO8eucIf/ejL9MZ2Ynnz1OSOp1SEUnAeRVzOjOZnD3KW/7g7SzsuJInGvvZgYY5UOREZtLsxOwcHSSUIYd8H9N0SCtDdNOUAl1Esc54WWNuLSTJbC4dlhRL43zlwCIYNVbSHsO1HaSHHiEdMLjokj2cO3ac973pDh647/tcuvMiVtKY7txZxmzJHRcNMX8hoXbllTx04Ajvv3oXL8zN8YVja1izpxHNRazxMa6+7WVsw+RdN1/Jz36+n2H7/8IR0P+dJUApVJyh533uSpAl6IaOjGKKhQKgUOSEEkqOhRbHpHnel4AnMVkG7SyiXHGJ4gQlBaHW1xsmXZ+CZxG+GNkHicr6QSc/T7CUDrpCZZAmWd8sliUYqY7MJBAjDA3l9LHAQpiEcYzQwNJEHx8sBJ5tYdo2iYyQMkVzTKwXdY9RkqEcC13lZEnaD46Q4lkGfgwi7+sUnVKf5U6ak6Mwbau/89T7595mnhGZBpbUse2cZujjSR0skx889RzN1Q5f/vbDvPG1N1M+PouvG6jpjZyab7DwwE+xbQfIULFivbVG5rp9pWOmQIFZ8VBLq0jNoLW2AjffyNwLz0FpBXSwhooMlgqEqWRdCcq2i+q0ON9ugSZY1a1+Jkso1paW+Myn38ZHvvgdrMmLSWSAKA9x8KcHObj3URgd5Ht/+3kwXTB6QAZSpzA+gYxzEAaf+JMPk2QheDUKtoFd0+j6EZpW7OuHg3Ve+6pXY156KVl3jXK7Ta08wNlondA2uVCqMDpc4cyPz9K5dA/txXl0DEbGpwiSkFqcIXuStgpIOl3OHTnEoFdjuZkyNjLEXNsn1ww0GdJFolcG6aqcHhrryiBNY2aPHyPcej3NMOLUs8/y2GNPMHPkBS7prnDjDS9ha2GCm7aPs3b8JPGW7dx/8AFEwaXcWydu9mB0HFd3yXrzJHmG1ixjBymbU5Mgy5lTPWpukbS3TtGrYpcG8TSXyXIZO8/xHBeJYqG5DI6NqVtEgQ9KQyYhKkoRjs3qzAkwQAUm9Fq4ZYEMAlTcgfolWKliuNPg3MlDzFQU27ZtZ2V9kaHBClEzpLW6xKkzRxgPOpR3XM7PnjsI1RKhUgzKDm/ds5mPfemfueRXr2e05PLCuQ61px8mXT7Hno2v4KFSAVWTXDg9z1BtCKpV4s4iw8Uy8ZmjTI+MUkSy3Y4ZrpSY3DpNXDKo2Q4r1SIf+oe/pfHESX7YOo/+1F6CIEJ1DJb9HnJiiMwy2fqqdzE0vRnfbyLXzpIZMcNemXj9AqJawrGr5I5BY3KE8JLLGO40yeQTrLebWEoygUbSWaNSzJFpRLfXoeBYtM6eRdMMpgo5MyqiZo1wan6eXHMY3byd4yurRI6DladMV4c5cPAoqR3CLW9lSxzz1t/4Db647xHWl89xkbqa5VYLS2agdDZffxv28jmS8hj6VJv6xq1U4xy0wyRz57nhlqsISi6T5RKTZkbazBiQOiODtV+48v6SNAD6mOVcInQDX2YUEVgyQxRc/KQfd8g12T84lym5rjB1jSxVpFKSSYHrFlBZXwKT2jpa1jc8lYoOSqYIlSPQyKVEN/qjlr6MKeQ63TxBFxqua5HkGZbrINIczTAhl2RRTFxyiJTAy2Is16Un+0rAguGCTMg1RSfqy90dIUnTmASJp5l9cbYAhEC3TKI4wjQEeRYQvijAcUomYeyjDB2pCXRNx1YaZH0hTWroFLwC3SjDyCXkGZZuYJRqrAqNb/7sILlZ5Kv/+TMcOd/ir37vTpTSueM3fx9ihaM04qhHqiSuEtQthyiLMD0HTweVSlqNdWpaH3BWGh3kW/c9wOSeazDCAMPU8Byblp/hKUFZxbiGhhgaIRQCGYYM+z5p4CNcD0v6XHfnWyCF6uGfY0hFqhRuGDLmWHRm5uis+RSVS2/TBFJm6JpHtjILZRt0g+78AqV6DTEQ0Vpb47d//9e5//t72Tp9Bd3VDrXxCnMHn+eLX/keb7vnDbxs51aaUYbmdlhPM2YX2xx+6HGuc+Cxr36DWgqlsMU/rC+ynFtcUq4y4egYEs7MzHLzlXt4/KEH+NxTj/KeD3+IpW7M7MxJ3vTm19LFoNsOsEh4+vgJbpgepWIFTGg5zz+8n/UTJ0mLA+iGx7PHj/PFO65loW5x39NPMRmuc+zCKv/hbz6Du3MXb7r+Et5x4w1s3zDG4ZOnqaY9rn/NHXzua9+hKYdQpLTDFWr1EZ4rvcDg6ABCKETWRyPHhsXUyBhpGOB4BXqxj110SfUS8foqqd+Gchmp5WAIlKFhbN1AuVCjhYa2Yaj/zrkFusMWLJ+h8OTD+K1l9miS2R+cxpaKgYEKpxZWsXSPzqHDiCCgODrIx769l9m1LsXCANrKIv/pra/gVy+Z4j/98bt47uSPuP6W19F55CHec3WJf5h9HK3yW1xx6038ZO6bDA14WIHP+vkerpLUO7M88OF3QaSQnQDNUKyZgq8ceZivzy9x4rlZsqEqXU1AHDC/bHKRnXHtWA2hdfGLMDagcejQ4wxPvo9Ds8e4/OIdnF5s0HVKLHV6/Pa1V/Dk8eM8FWZkqsNoNedT3/4Su3Zfz0ONC9zkWYybBV6qZ9w84mLVbHRl0nR13IFBu8rtAAAgAElEQVRBRNDCs0wWXY96llJUOq/eM0luCb5zdoVML1FKL2CNjPCjBx4i67YYffNb0Bd9/vKDf8RTJ45j6Iq7X3EHvcYclUqNY0GXgdoQ51oN6hu3MOKWOXh6nufm5uhWKpBqIHVecfcr+eq+fWSLK9iFiOrqGuLQEazp1/3CdfeXpgEorS8/yVSGaZjYqi89X+l1MAwDTRigaQgpyKRCmX1MgWPYJHGGYVmIXPZTfDl9QBz9KHs/3JSjJICBLjR6adAf5UtyTNvCUBqGZhIn6YsQtxzL7DNxklSBbkGiEEJD09T/AMTlSgIaKpfIFx23Bc1GBj001+qneDUNqQv0RJGo/oWhq1nkMkcIA1OC5hgEYZcB26WbZwS5JAtTckPHce3+ZbJl05YZjkj6akdhoWcZbVPjwWcOo+X99Gwu4fkvfZ1D730N//z3X4RuhGZ7JKaNpmmoxEdTGhXHw9NcVrOAAIVMfAYrQ3QbXXoyxbV1ClEPW+TEpoPSTdxMERRq9HoreJ1FLHMDi50uepbiRTEv0SKGvITY8kBfZ9cffoR//0e/x7+7YTdaKjA3DHPLNVfw7I8fxip6dP0eg5UR3rVvliS3CQ1BLmPopBi2gVmtkytB0FgHXfG1r+yl11xj5fxDCMNEX/Aouzq1uMM//8Vf43z2s2zeUGBK28zSYpPm33+OgdBn1c5JU4kvKpxcOMnL3/4mPvTpL1HZsYtO2uIyr8xkGpEcP8Zd2zexqiTL3/gm47fcxn37HsBqrjPmlkh9Hy32abXaiEt3cO1dd3H/k99iw6ZpLtu0hZV2j5mZ04zWbR4/+Aw7Xj6Cg4msjHL7rku4893v5t986C/4lZ3b2L5pEzOHDnPr+BC2afPgA49x4MgCygspDZdpWx4zJ89Q0nVsre+ZMCUMeiWWZEhi6HRjhebHrLVbyFbQdxqbCkNYJCpCmR6e5RGmCaJYoRlnqCDGtF1SLSdNQ8hMbrhwhM1swSZgp1fC8ZsEboHu2TkuHpvidLtJr5EwWazAxFbOnd6LPbqF5Nwc1wxotIKYC52AnXWPd73lzRw7tcw9V08zn4Ysd9aZQXDfc8/j2TqtLMV1K1itFiMq4p2vvIXmQgNySc118DtdutsmONTrcOjCKn4SM6wJuheWGNl8GZFXZmZtjeB8h0tqJoZr0Fhaw5IGVtFj/uQsG4eGOHvmPFkuaecQBDFlQ6cXdZjYMk716BGyNOZHVokVQ3BwYZY1r8pV09uo2g5ne12KmsAMInBibBWjGZLvn1vidBRznYBd48N49SkWCFg7fozbr9zOzxdaZJ02la3TrPkmf3H5GM+nCV9//Alu2rgBEUo6mYIoJLUceppkemoCpRuEQcwVU5vZf+xpitu3Y2oOaSaZWV6nnWk45QGUE1FRC0yMurR64S9cd38pGoAUIGJFZhoITUOPJWnBopP4VC2TVGpoysDJJL7Vp3caElSuiCyJMESf6Y0gSmOwTcwwxfJswrTPz8+VTqRyZJ5DllIqFskVSA1afpNSqUSsQDgOadDDch2iJMGUktwy+0dPcYowJZGyCKOckmtDHBJoAin67gFTFyi9b3fylcSTAqFBqgnI+3mAXJNkQqOdZpRNC2RMGmRYZolISVSqUTRsMiMlVzlpIjHQMMOIahyT2jpWBKku6bgWX/3uA5xe7dGVETLNKDlV4rTDv9/+StAESA2tIsmyBSqOIrYdzHINo3WeoBOzY6BKN/BxqgWmaiZHTs9RGd1GnOm85spJ3v66V/KpT32TLUWTcraGnoXMhnO89N2v4k//+ON89PVvpqDnYA5x866LqMoOhp9wuHsZ3cX9/PCeW7h9bBQRpQQiQqydZNu2UUqeS2/iCn5w4AUiKcm0HEmKpgQyUOiaRkgIwsDOEupaxGqsU6xViUWMpitUnLC+3KRS0jCCmM/e8w4o2ehAZWiEP04WGLc1ZvMCxSxlVKzjF4v8cN+zlNYbrO17mKw2yOKwzSWTkyQLZ7AqNS7LQmRvhn1PV+gs+Tz9ha+y205IhwfYWa5x20UTOEnIvh/8mO22w0ilzOGuz/mTJ3jDRIXLR6uMbqsjowY3X7SR00cPM71ep7va4Hyji9ntEuy7l6t2bsXWO3T1El964TSl0a2YXsbeQ88xZFYYrw0Sb51kbv4cw6U651DkzYgt05s4c/gFNm3bydLaGju2TEH8OGQu1Q0j+EFMomtYqSDsShQ6v7a7hFpdQWY29XKBuLFCtVxmQIZsuuJuBlYXuLRexfPbFKyUTZM1/KKOVxT4tSKdUpWe0LjlE38LpRHM5QX+67vvRMiQc60ucyeP8euvfCuym7FrwGQUwYONFmdtjX996kEeODXDersJIy7jcZV6e50f/Ns3kAcpstcj0gucawYMbR7jro/9PSfiDN1MYECxcuQUwpesNJ5F7d4FccoFZwDR6HLVYJmsZtHNe/iLy7i54g/f8HJ2JmdYTR2EbhDaLc76DcqmQRyfJ3/Zzax0IlS+hNFcJp+6iOfnZvmiHrG43mVbnjLYbfCrGzcxYAV0m5KVVPKmS3fx/hcOMbZjNw8cW2bm7AVEc54br7+GL/zoURrnTrPp2tvoDUzx9jtuRqtZfPa7j9DqGmyZqrGWJviaS7i8xGBliAthyMe++WN+9ZZbONZuoQuN+x9+lFfWJ0jnToElObTSYSXMuSByCsMbOTd7jvEbXs7BtvkL195figaAUhi2AUL0Hbi5JAp8DE0ilYZp9PnkCf2dt0ozDMtE90zCyEfX+6IQWzNwXbevSCy6dMMQw3KI0hRP09FVHzGMIUjSCCUFpm1SsU16QdQffbQtlJTkSdoXjesGZDGGEH0CpqFjqRf5QGlMUX8xuPSis1TJjMiyyATkcURqWKSpJI4jinaBQnWE1G8glOrjHzKFbxiYukMQpRQLRv9ZloUudEhzJDmhodHNBcPlEZZUGy1XCN3DG6pxthHjjEwSLpxH0wRUCiQLSwyQIMiRtk2ntYRj5uzauZW5tS61UgEtzhgdsNlUspi+/GLKoyNccdkOvi0Uaz1Bq5twx5V7KKws8b6rdzJl5mTmJEWpWO6N4m3dwp2bhvmNjXWsUpVlpbG8MMeJpXPsmRohDhyu3THCWtYlynTQNVzL6XsZ7BSZSVrWAN94+hS654Hp9CXicQK2RaYbuFYBXXPpnT3G7/zuq/mL/3Yv2eA4qW1B7FO0SyS6oC0NdF1RFilhJyLHoSLPMjNQxiwW6K03EKZDqlLGCxY/OPAsOwfq3LpxE+txStFI6DZbGEiQim6W41mK7okZLilX2b15nIvLsJJpqLMnuOryy/jyAw8zvP1yiuNjPPj0U3QSg9bxo7zh129hdmaenpMwPDBI3Fznxqv3UAsCcpkzd/IIMxWLN77qZoKwTaQJPv/4WTxdoEc9AtfFqLlICe20y9lnjnP7JXtYW2nSNXR8IWgde5ZfuXQzvVaTcsVmtF7EtATogtX5ecxyDbCRMkNFPlRKDHoummtjFIZQJFw0MEFvfZ1rt07wdNDlhkKF4SSHUqXv5A4DMpHT66wzYFlknsd//KfPs74WoYpdto8VsaI26z2fnZMTjDkGq1lOIc3o6rBk6lxorDI2OcLeH32PdmOdTNgkwNYBg9dffAOi26PbiSm7AlczyGoDLCYxy0EPiY6ZBxhJDkrHRBK218FOIQooVAdY82PO0KCcN7jq0q2UynV2XFRmrKAzbr2Fs+dWMTSTk3rKvkOHIbCJOymHxBzEkk0i5n33/Caf/uI3yeOY2cDn3Nl5Nl+0ke2XXEdzcQUvi2hlGXmlzqFnn2ZznHLgxBKNbkIdyWU3XM+an9A4vwiVOmePHYNag0f1Dl9VBlcOT9A5PcvTuk83CqCVYJsWmm3iGBatlRXu/dY3kcUCp+fPMLF5C0deOAiyw4bN4zTOzZIsnWd12yTPP/ATNpCzoxbTEb94+dY/8pGP/MIP+UXXJz/7jx95yeteh4UklznS6vPqTc2kKzM0Q0NpOYHI8YQBStHNUnRNoacZUmrkmoaucixhICWEAvK8v9PONYGFwBYQpAlS6QhyhClIoj6JMEeimSY6gqKmoQuQpo6f9huLnmsoQ0fLcxQSXUjCLCNSElfTMXVBIhS2ZaHiDNO2MTWdKA6xc4khFe1ykU9+416uuu5G7t37Uzbv2UOQpVR6PUxDx8/CPkfFhDxLCPMMaRloQmCEMVscnfufPMRlIzWqaYdKknLq2VkeOz3P0vIK+loXT0DsL3Px7ovYedEgf/p7v05DBlxz7R6max5OtUy1WmfQdRGWydhQjTRsIg2dYsFleeE8s+dXGC0X2GxkXJNFGGdPs9WOSfwGei9DdltIYbN2ap5X757GStt0csHaeou1dZ/pDVsYKVpMhK3+H1XTUHHS136qPsrD1CVKz/jAw4f4+myDOE/JQ4E7VKQ6UUNqOmQRmh8RdwI0f46Pfui3OfzMLJ1eh8i0IJdIZYKuQdrFcAwCKZD0L/RfW1fs7zgcnp3jprpGvLpObhfRwg7ThsbGWg2bFqOFhGI3ZrjkEmYhehZgmhpxprFFKLbKHqNaRNBrU4hCfus97+GfHn6W6/bcgI7GJ//5C9xx9ZUMNZpUs4ht08P84/3f5rZXvonvfv+HvOKG67CbbZZ7a9TrBbYkIb9z162EMiStT/Cxbz/L3ECNiuexlCmO+l2Onz7BesHi2M8fYc+2bXQ0EzG6EStX7H/4Pi596W6uf8mNHDpykuGpCdaaPk89d4IwVwwMD5GnOYatE8UJuq1wtBS/k7HaCllZbbDiS06fOsnLr72ceK3D9TLGNhM6MmU1yXBrFbrNDgY6iW4Rjk2w8YOf4oA+hSOKfPD2y7h2skJ9YJLhQp1RU6CCLkljDT+KuS/0+erMDPtnjrDUbXPu7DKmYyFOn8FeXuc9V27jZRNVtLSIpumcdsqcX1rGnp7kayeOsu/CGTTLRkQu+YUOstUlVRloJoVwkXR4B5pXJEoiluKYPdMD/Mc/fA9ZsUBs6ziFAmuZTpj4VEfHiTSLwzMznF1YRwaSrHOBUtyjM9vg8OwSw0WDTqYIj5/kctPj50eWeeCZYwxGPa7dtJ2GkfJs5wKdXVfwK6URfnxmGWlkXHflTr7wnUd55qmDmPUS+uaL+ZMPvId7XrYTV7oMjQ1y4ul9vPHWa5ksFBgwbK4arTE5WGL/hfPUPYMbp8fYtXUTt4+PcXGxjF8ucOjg03z8376PG264jnte8QoKYcxyJ+Z33vJWLtpxKblT5OnjxznzzJOLH/nIRz73f1p7fymEMKnMKdseQmkvzltLYhSdNMbQBXmeImWGSU6aZ8SaehGAlve9u4aFJUw03SRIUjJNw851LMNEIDE1QZSndJO+IN3WNSzDxUBHMzVSBLrRxxilufofad48V31pdt4XkGRxhqH6F8YBOZ5h4JgGkZYR533Xae/F3+TlikhKLMPGSHOU5ZAUqmy9eAcf+MuP88MXjrNeMElqNfIoIWy3KZg2WQaxBB0NDJPAMtFX2pSOHGfbzCEuTxoE//ptpvcfYMuFGTh7gnzmEPaJZ0lnj9E8fpgdo8NMVyq4psXU9GZOLLTY//wpSpYFfohtOhiGzpbJcUQUMzUyjS1tmotrHDl6knqphptkDCQ9Nhc0JmsOfhqBZePYAt1xcUyDEUsRB11S3aDoOXTWlxndsIEwlchWA+GZ6IbEsDSEBroBusiRUpKpHFks8tCho6TlIUiBjs/mgTK/9aY3oXyfjfUC2zaOMDbg8v7fexuDtQK7psZJOk0AhG714X0qR4n8xWS3ga5ZoGJ0o0jdb3DFplHiLKfsFVhcXqIdZwRBiMozCq6HkQkM2yAjZahSoWhZVN0yaZyhF8y+iLztgzDxNo7zmQcfIy5VePjEGf7qb/6Wd77iLloXFsmCBtt37uCt/8/fkZomex9/ip1XXwVxRG99naFNk4Q66AhQElmtcazhk41v4bnTB1l2HfadOc5KdxmR5HSPnoBylVNBxrptcez4Se7/2r3cc/ttRK2ch54/RC+PeHr/IVZ8SWO9jY1gfa1BrCmSMABhUXAKGGGbV99+Pc2VsxiyS3v+LDfuuIiBPGFr0aNUKXPc0XhWT+kUbc75XTTLpCQEztAgj635xFYZCmU2ljOmHZMp18UqFIkMi6VOh/nVVdTAEEuWwXyWMLJzG9bERuTAMMMbNtFdXuFlt11DjQC3VmfFthFGjjANepUCj585xaH2Mt9//kkSPyZudHArBcyCQ3litD/hpBTJcg/yEOGZWJoFCdx/YoHDqYZpGhRrg6z5EVnkkyQJYRJTqlSwzBJpu0N0YY6SXSOJdP7N+9/H23/3naS5RDNcdm3ZylUXbUF2Q0anJhksOxhkVGplBgbqaF343uEzVFzB1iuv4YmVDNvQIe5CoQzrS7C+xhOHj1NyobGyys5tm0naLbRUkWaKtbaPSnK8XBLHMY1cMLPa4vDSMo04Y2JgBENYNIOMM3NLrIcxkQJPpcRBi1BF/UEO7ReXwv9SHAFZQuAnCZauITKFpO9nLRlWPwmlKXovSjxyC6I4xVMWtqYTGRnIhILqJ32FZUCe0xERJc3CSXMSJIZhoBs6iVKovM/RzpFoWn9CAmmhK0GWZYSOIhECmRsYEjBzdFPH1KGbJ7i6R5RnmBpocUaggSlhSEkaMiGSOVXhouU5vUKRo9U6+184zMFPfZ604eN3uxQHCvzRq94EusfbPvB+hqo1bipXcVrLpM4wi72AqbJJvrzCZScOsCFu05pb4S6jSqGYITKfd3zqAb4xt0pUrPDGm65l81iVR555joJTxF/rsGuohJIZxTziuqteSmdlBWUYVCwdFUu6Sw3Gq1WCOMD1aojQZ8D1sIslrPlTvHLXGIWkRWY5OLaLLkwOWMPs/co/8eE3v4qo2cN0bVAavcYaG8ZqWE6K0iSa4ZDooOU6WZz3GfaWRpRo2EKQ6AWa9UnO5jroOYMjI7Qbp2lfOM/sU09x985NpCJmNTcZGx7ihUP7WVvYzcteuoufHHwcX4KSOUKmqEyA5qASgUaA63mk0mHI0zGGbIZUxKwscKDR5FXbN7PNMTg6v4wQYEc5cS4oey4yiVnv9sikoEuGz4tNa3IDoVNj/7nTiNPnueUlOxgyBR//ymf5gw99kG/8t38hv3COy19yHX/9l//I/L2f5czJM5wfLPDxH9zHDa9/G3J6kme/9U00u4hX8NizdZqPf/qHLJgVTiYzlLZezEM/u4+hoRovnH0ONB1vpMzIxmnOPHaICwtnMWZnuOPqyxkbHCEKQ2R9kpJmE5w6ju24GOUypCFuvY6olNCSCD9zyMIuI1lEuH8fm10dR2Ts2lhiw0SRw0GLxHI4vH6O+VZKox1yaclmh+dyw9g4uanzd3sf4WcHznL9tiluvrjEtsEpBqsThH7AsZkZyiOjzDUi1hs9lqyMrG6y0jrDkDNMcugoycgQEpOBkVF+fuI023fv4sEnH0FcfDGT1XHW45hf+8SfU/QGyOeO0mw3yOfaoEualg/tNTKjDGaCrtkQ6FRLBRprq+R5BpaFiDXuft07+Pze+1n4xpe5547rMIfqFNYCFlox9R1lhisDyCiAcR1nfIR8LeTIzDOcO3aa+UOHwch4buMIF841ed2mKs3FWR4oj/N8uMpuc5CVJvx8+TSFiWlWT8xz4Gs/wF9fAlOnumWai7dt4PKLL6F1dIadl+ziw3t/yo2exqvufgPtdpMoj4jzjMRxGN6yDY6cIIt80lxSKQ0S4pMSMqAUL7nqWuaynLGxcS7EOQsyZcdomeF6mUhkeCNDjF34xaXwvxRfAEjVh72ZOpmUYOjYmkbWC5ASkiRD182+vSvJcTQNS9eRSpEriTQ0MgQ6OnmSIpO+lDwKen1tolDYugZRTpym6KaGUimpkmia0Ucv5HmfA2RpBHFChkDTNCQ5JhrEMWHaZ52nvo8lIM77esai2R8pjR0XCmXMUoVGlmMODHGy0eS/fvs7PPTgPlonz+B3+zf3l9erXD44iB6nfOXLX+ETf/9Jzuc5ouiQBT0e/Mk+nrj322z3O4ylHfK0iz44glcsspj2WBgY5BuLAdmGi5Feha8/9HNEqcDE5Bi6rjMwWKOrclYbbbZN1En8VVpZTmI7SL3P/fcKJTTTJJQx7aSL1BUql0TNBiNVj6F6idSpEokSWSp5bn6Be588xsPPnyBIE0JMcqdMZrngeBRKJbzEpyoyumGEyCI0w+5TXPMIFccvyrtTcDwePTkHbgnSgCRPqI4NsrDUoN0JCNqreKaJZxbIw5jJyXEiKalUbCyt/86gCzLZb+YiyTEBiSLIMnQ00jQhsBxyu4Cn6WRpzszsGfzWGhUt6U+F9AIcz8YWOkiBoZuUymVOrl2gVXKYTwLOxj2ebi7ibNvIa37zrdzz9rv5gz98F5dtm+DI0edItZyrdmzm9muuYNt4Ebk6x3e/+11WzYwV1+CjP/wh7//aVzlpO6zVazzX6fCuj3+SM3aBgUsvoz5Z5/z8Mu95+9souyaiWGTTrh0EKuDM0jkqgwVGCiY3XH8le3ZvJXEKrEYdes0V9j/6CLsv2YmmMrIgQJk6YRiTdH2iXg+Vp9SKFsnaee74tdfQ6mQU0Ln6mqs41FhmzrX45NkFnl5d42w7YqGTcqgV8uRyg6+cmOGvnzrAz1o9tA3j3Hr5Li4dHyPE5eeHnuXo6iKNXHJhdZFO6DO0eStisEpoGkxMTRH12pCEmH6PnRftJO4lJB2NZw7P4VRraG6JJW+I9fIAoTvAkjBZ7GZEoYlSJprjoeUuYmQjWZjgFipEaU4kNFaPzWAqgTVQB0MxoAO2x7v/7C+wRqbQvBJn1nrMN3ucXG6x6seEaYI9MIQzOsXq8eNEq2uEsSAMMmqDo1QmNlEc3MBqqiO9MlfdcBtHYptH2jmrhRGON2JWvDLN1TVW5lYJl87j+auUt24nMgu89z3vZuKKa/G2bMN2TCJ3gJdctoPFTo+kXMIq2OzYvIHQb3Fi/ixtBeVqhcmhOkVbxwralHRBmkVMjo8wc/wYURLSbjXQBaRKkGeCOM5ZWVxC1/9n8OX/vSX+v3HG/z/Xpsv2qE/c+2NSoVCmjYgTQiVBNzAEaJaBCkPKwGqaUPM8uirvh6/QaQY9nHKZzI9xDA1lgIj6XxHK1Ellv4g7lkWexAiVouUK3SvSJMKLdFwHUqFoxxmG8FBpgtT7LB3zRVdvBAzkCR3DQOhQc6vYUtHrLOJt3sJr/vJz9JoNvv5XH2TfDx/jc48/BsvnqXSX8Fc6GJuvICqYvPmSrQwkOWtaRBL77L//+yxkJtVXvJb/8Ifv5NBH/5qN5VF2aQ1uH7ephBGxKODEPaRncSa0+aOv38feye2owKeSQmR7VFyXl2+cQjXOk5WKrKw22DoyyXy3h3AExW4TR1gsWjqOY7JJ5lhembwTYLtmvwEonYnGMq+9ejd1z+YL993Pm299GSViTk9t48/e9ce891du4rbdY6xX6vxs/zy/dvUe3N4seRgjTYdMh5Lh4Os5BRRhkGIBUsWEQscVBrPeCHd8/J+Zn7ocug00TcfUIDx8HNwCb37jXSTNdUrKoWgE/Ol7b0cNDJEvNXn05Ar3fPTLGK5FlnaxLY/Y72BUC4jQRUtyCmbAzrGLyJNVpjyTl4uU7voqh3QNt1hlu2mgC4NOkmGIHLfkYVvgryxhFkscG7I5ZcO++VUKVoHX7NhBbHX53pFnoThF0mujrwVs7Sq+9Z7fJ4+buGtnuOjym/jkz57nHa+6gWv/5k+oWSW21yZoqpBvn3gejApVOUkY96htUn1+ejKFffopSne8hkMHH6OGpHlijtLEOI7rsnpqAUYqDFHm9it+ha07JtnX7KJeuI9fu+JSTnVLnJtv8tTxs4RBAAMVNHRqSZv16hSbenMMH3uULXe+nqNPH+BTd9/IU2HMrMpIe2t8vjgJJ1fA6VDME3rnW2DZeJNjaK0eSdbCIORVm69j2BoiGrH48ztvxhkc4F3/5bP82e++g11xg26hwGX/9s9oJDGy2A/J0Qzg/AXqg5fSCFNGRgbxl1fpOQ5EPYhjcGxcaRAmIZ5bBssikDGG8MhaPXBytKERVCelmPbolizKvbg/TtlLIFMwVYOwgdbuIsenmai77P/4/8veh3/GzPlVahfv5IHv/5CHHnyW8vRmOqsXMHSTLNewTYj9BsgS9ELsQbdPqtVtaJ7Bsx2C2EEXiryzCj2Fk54jNi1UdZJrb7uVSM85rUw03UIUDDqNdW4eGGSxUiZdWySNM0ZqI9QtQdhbI/GqHDhyjqSzwk233YpyKoyuzyKNIrZXImk2GbAcBrdOk7pFFo+cYGu5QOLqTE3vJOw0CNuLfOC97z2glLrq/7T2/lIcASkl0TUTDMVK2sPTTEqOQzsJiVKFnmc4mkYoBI5bYT3o4rouMk8hV0wUa0Smxqro4WgeKo3RiyXSLEKlIY7j4ccJQoLMM5Shk+cJehySKY3ESlCRjpQGWa5hVARRElO2XDIpyYSJyCV1QuZNm/HcJ6mN8S8rCZZlsHXLNn789GF6y4egE/KJR57jyScPYMwcI0tTsjgjc2pkxQJm2OSxZkqz2eTVozo2BnFmw1oH/3sPsLhlG1ZlCNFe5dbJKkUcupaGrSnWpcuA3+IfF9r8QBggQzRL0NYCbFthLq1ijFZRhoHspJTLQyyWhyhm6wwaRY6JOrHoMe2auIGgqyTmVJ280aZATv3ymzhx+ASvG1lmi1jDbwjevHMjk/EKq4nD1sEa/3DXNWy6aIwoL6Atxrxx+wDpylG0Yg3NtNBUCsogCmI8NEhjXEOgSNAlmLpJkEX84MI5zqcWMo4h6yF1l0yCaZZIw4CBokXSgNQ0ebLZpHTpVTiygz1axt24heJff5kslejGAJkUOAUTK7dITJtYSzKFucMAACAASURBVNh12TWM6Q2On3eJB4d4xF8jGtuITDXcWoU526BgOcRhm8HhOlqnSzP0kZsHWR4u8ZUDRxh3BuD0GfySwVeSFQZ8B205ZOPLTI4/v8wdC0f5kzt/lUt68yytrxO85Gb+9DOf46/uvo19X/oM77zmNg6cPcZzVTiw/wwjxU0sHzxEYfcQ7fNnWJUe7kCd3ol7sUcvoXlsP6yt0/MlkNI1faxQYgY+mnJZNRLue+ZR3nz96znz1AO88/Y3Ujfh1RfX+fLCPuxSgVBLIJHgWWSiDqHCjxTrQuMaFJuvvZn/HJSYb6ywmMWsNFoYgxEUSmTL66SlCtQdiLu49RHWmz5mr0s5SJneKWivPcul2g6y7hphscDK7DpBI2U+j8lCQbkdEEQ+gyOTuNUhDr/wOGQ5rW4CiU34xBE82yItD6I7dYxUkYcJYeIzNjLKUifEKRYpBT55vESxNETaC0hXzmA6BSzHo14MCNtjFIIQYc5CqYRoQhYVyNApr7YZ1nqsGwJL7/sH1nurdFBomcBY78BSExKJZesI08DyW2iyhzQ0jE6MigyKpkdjtYV0XRwVkOV9K10mV1G7bsEcrDC1ewuNbkjBT5leOkoY5LRXOpSzkIMTdaxU0V0LsGVEa6BIVhnEVhJdJWitGLPZ4bj8KU3bxDZslG5jRjlR2KZeK6Ce2c/UjVeRDXocWO8izwcU5s6RJoqV+dX/ZW39X61figagScFKGvQv73JBpilCP6JgGuieQaJysjwnyRVJt4smFEmSkStBrim6qY+RaVQMBy3NSFUOYRvXtAgMk0hmFDSdJExRloGR5+SaTgyYCkzNoSVSbM/AyjXyTg/PLdDq+nheXwCO4bCcGQxakm8upPzrP36GpH0STANbVhBRF727Su7Dkx/8M1A5coPH6FiNpTmD0thGBmRIpVxlZ9mG2jAnLixi2R63vvseuodPMios3KBJdXmBOyfrOGoOEodS7iBMl24Qs682xd8/dR+qNoHeickUEEEsO2zcPs1yEFPyiiRaF5H3CE8fxRAxcdliMPMp2hpK6qQFg2qUoWbOEZCg9wSdp56nLiTBpg1899RZllbalEoFKlHA2W6K3mhSFSWenVlgKfKZ7WUUdZNK2GBj3cWsVPGjEFNKsjhBkhLXRwk6bUScIXQNmQTE3iD/7oFjyFIJTh0GexDMJoQpCB+kxqc//XVecskE01um2ZAmdH7yPYLNozwaJ+z9yQH8/87de/1ZctjXnd/KVbduDp3z5MEEzAAgEolIEksJIEVRDKJliTZNixLlj7XSR5LttVda7X4s2bKtbEuWJVG0xAiRhAgJBAGQyGlmMHmmZ7p7eno63ds3V91bOexD83n3gS/c/Qvqqc6pz6/O+Z7y7hmPfgNZy+F1bbzGBubUOBVZ5Z1nLvLOif2IdY9LN5fIRA7+MECv5kmv9Ck0XfRyiU15QKlcoHHuBqXRHOnxGTJ1lUGzyfChvcjbGWaVKiuXt8m+5yAz4zLXzq0xYdZYLt/O77QzfOnt00wQM3z2u3z2sz/PaQ1en17gN774V1RGx+m0Y8TekFZnBYYO+oMlFLsAmoiAQrE8R28wJOk2oNegcuh2hEGRbruHJ/eRxvMUahO4dh36S5x+McfmmdO8FRvMV2tkH3sfq06HXmcHBBVRi8noIpIwhBhUR2GEHMWyxumNm2jVWTqaTf3mdeh0SORpNDMgCnyS7g7C5TqpVkQY7yENLeLrLZKpAu+snGMMnXM/cQ8LhRnSrsPP/Mi9TGTgklhFnRjnwJ0nGXEGXOnssPLaBT5x910Mux3GFY2vPPUCgz2HkEcK+KdOQyiAECBJEokWsd1IIAI3TRGF3fSbm8RIiMgIJKJIO4mQyRBJb0MCaqqyu/wMkiATpSlDRUYyZzCjIW9dvACSzujMAqGXoIoO1tIyijsgFWUSWyBJISJGEFPUNEWwJAICOqqOFKREQZdYCNEUEyFWUZQEd/FVGJ1hRVGp7T/Exs3T/PMP/zhbfZu7ZiYwHAvMEn4aUYlcCoKIPzrPl994G4I+d0xPocsGjW6baGAzWqwxdB3UQoZf/83/yCf/8UeYqmaRjFGsnU1eePqrLG653D4/zSc+8yl816UxnuUP/u4H094fCgMQRAFNUkjjXVZPkkAqxMiyjBe4OF6AqKhIkoygymiSgi9+vw+QQCKJpIJEmKQYuoqcSsShTyTsOn4cpzhp8n3UbkIiSQiSiCbK4CfE0S6LSAwj5Cgl0DXCOKCsqbtD7KmAHAYoUoKTGeFrL/4tYX+LoqIQJwL29k0UWSJuO5AqaDkVLaMh5rLUt7uYE4dw45DC1CSiH7DUqlOrlElDsGIfe3mVcrlMWVYwB11OzIwwPTsGaQ5EAceLsLyIuDTCbz3/KnJ2BC8UyZslhvYArZDBtVqMjI/h9x0MTSYOEuRMCUSH0coYw75FNptFEFIURWDo2ySFPKZoIEUxOh6+61DK5fnb5/6B47cdZlXNYFTG6W0uMVEs8c47Z7hrfgGlUsETK2yfvcreQ3NstwQ+/smP03Jc8kWJwLKRsrMQ3+Dajs7c5Dh61CFNQBJTWoFG+tafYo6O4kvbJF5MoTpCt7mDZBiEoYfsJ6y2+pT2KDgOjD78Qb7y6nP89reeY3l5C702giCkOPkSulmkugdCa4ZyIUs+V6X98jukssn49BjNbpPK7Cwb1zcx9s3iuF3u2nMIN0hYvXyKyvEjhMrz3P3gnZxrb9NvN8kUiwTrXaL1FitKj8LMFFvXbyFVS/g7XbbiHbYCn8VnV/jwr/4Cn/zURxi9vsqrb73DH7zzMte2Okweuw05VtlZWoQ0oTBaIhEncIff75zIIvbmGnS6CJURMjNF0vECjZsbpFHI7vqPhppVGfptBjt1Hnrv+3np/EXKx+9k0Q7Ye3KWpu/TbPfQMhniOCKyLKJsltiXQFdw4y4T+8e50FrHLphY3oCdVotMKUsgxkQSpPYQI5dH8l1C30Isl2ldv4IaQEbW+MBDj0I0xPAFzj7zdcJMmQfvv4+MKOANu7z25inOtVo0PZvrS5eRsyZytULQtbnwyin++V/+Hn/x7ReojVTQx0bp7XVQbRevcYsEBaSU0tgYvc0dUkWAjEnkhxDtfuREgoSgyRBCIitk8hqO6xO4u4GDNBGJkgDiCLFQQpQVAqtPgoIUgyFEqAkoioaXeAg5nTRRILBASEHJIQK+P8QXE8RYR0QmUgNIJGRVwQs9VC2DXhnhvsPHuNLpse22sVeukro219whb1y6wqPHDpGkPkNRIyeDMboH37cJVZEgDtEl8B2X2elpUhUGGQPELMVaDTfyyFQrlDIZLn3vO6iZEvn5BYqFKvNWl2Pz4/Q7fTzXRYyTH1h7fygMICZF9EI0Q8NKIxRBRFRk3DQhikQyqkkgJAzd3S1XOwzRzAwZVcFIZGzHQVJSBDHGFiXwY2RRxI1SNEWDMCJQRNIwQhBTnDRE86GsaQwMhdZwSDFJ0L4f6Ux9n1QWcXUDIQhRU48om2Vp4PMnf/FFsvVFIhx62wlYAULqkyCAJ6MUDfwMRKlAfK0BtVmEXI7bZ2ZoLC/iaiK9IGHBjjmmpXQHLczxvYRiyBuL17nv4DG+ub3CM26X7Vaf20bGEfwucjbLoLnBm+0YX8kCDpbXIUEilAyUfBZamxR0FUnwOThZ5tTZi8zN1ui5PkkYMKJL3GxscfcdJ6ivNzCKVeqdLvntmygzM1T27UXo7HD7gyc48J6HEDYGjM3O89Zz3+Bnf+Hn+fP//mfUPIuZRz9AN5Kp1kYJwiHVuw8RTI8zls2T1y1iZ8BbWyqPHjnK1WfXaHh97j25B6tt02+3MMsF0gQU1WRYKsLApyuqMDoBsY2k9oi6DpYo8uILz5MpGox/6CdxhkOMToqgaEQsEvW6mIfvZWD7qE4LWRZZdRWmpIQDUkArkRmIPqVqkWjnBjOlBKG1Ql6WeP38i0iSxLRmkKxvoO0tshK1aV+6RpB4jO2do/7SOeTRCZSaDqHPu6f2E8gK3gEJWQhI8Al8iW88/SyvvvkWa099iRHXInf5LeytOla2DGvrjIyWcEYM+psNqHeJgsHuabHTIDdaZlgto1oN/ChD0rao6CrFA/u4ObDIZwp4A5uh04TSCK+vdDHzOvR7jO85yjNvfpeT7WNsrO0glkdJvD4zR07Sadv4BBB6CNEOR08e5o/PXaGZqaCLCrHjESoCesEkUl2CpZtoY9O4Xoz4njvRMxrOyxcIRIVATfmrv3mS6twUrcY6Tzz8CB/+iR/BFRWEchUpV+V9J49z47lneW5xkYnSGFs3lslVK7zZtRhOTPIr33ya7D13Yq0NaXldkv1HkfyYyYkF6u0+0ngW2/ZJlXFyI2WknEmv1UITIkLPJz81Q6/bIpPVMdKUoa+AkCDHNokTYuQqBIGFHLnoxRpB3uDqho1OyMzUGIoAcuDjhCmZgyeQaiW8YYgYOszOTXD98nWESIU0Qqpmia9sIRoy5ATo+ESRCCMaRjFLbmaB2oEFbrc6HPGGFFKJaP4Yri/x3gNHWN+oMzpW4WihgOxZdJOInV6bqdoYo+UaVtCnYfc4HDocmJnnO2+/SU6XaXoadaHAyak8I26bifseJh5u00gcRuYX+MAHT3L7kcO8cX0NwbERr5/9gbX3h8IAAFBlfIFdQqOWIQkjPFKSKMEnRtMVMrqOrqr4vk/o+ITKLp1TUhR0IUGWRKIkJhJAlCBNBGzPQ1YElN24OKkhkbg+qqjhBS5eLCLoEni7P4FDSUSPZJJUoOcOMZMU3TRpiCp/+OUnGawvYtgtXM8DChD6aLJC7PrE4YBMLk9/6BDbLqKiMDVepZsxIEhI2n20vVNEp07Ry+WZed8xZnMSTzs2d0xVuOOed/Hy6WscnpvhsY++jxvb68xnS9DZzXXHvR7xG99EHC/CMCSPT2gUGCKixCEff/8DSKrE2ESN0bzJB+49wuhYmZuNLrooU9NTtntdTtzzAKfeeJ3Dtx3nlTfe4vG9D/Hq1SUe/ugnOPXC09w+dYKzt7ZYKJWoDBvk5qfYubnMA/fehbp9Cz0OCF2bmRO3sX1tkbKioKQDpDhB9BNkQeJYRSRo2zzx8AkavR3sYUAiyih5jWxtDDodBlkdhkPU/DRBtwtCgtevs+/++1i6cY3E7rEwahKoIgcma1y73GSiOkE7FZAllWzZxBjPU5mcQ2xt46UCbyzd5J5Dc3zs/n/Evz57g+7AQ7V3+J//+idRhIDnXzlFoVDD8QPc2KdYqtLY3uG/XFzE6ncoZDSETJ76dgOyIoIqkBEN9EyelY1lFhYm6HsO8yMml86tIssqNIc0Ly2yvbpB0m3xrz7+0zS3Lda0MrHu061vEdopxfIIve4tzFIB17dQ0PCTiCQNiEUVcyegt3ELb7TE8puXYLpCXxQoZ/LEQYDf3CFFR1AGTAohjVMv8bM/9xk0Y4yvfP5pCCIYhvSGHoN+H3V0CHKBrG3S6w5JkwR6A+SMjqxA6Lh4lguxhVbI4ds9piYX2Gr2EJTMLtV10EPcP4usajzy/vfy1W9+idJ73su//bMvMTY/xUMnjhC3eyx3N1ncuEXGTwl7HvgJkRdi1Kps7WxTdR28Zo80LaLpWSKrhyhIOI6Hms3gWgMkSSVTzuMMh6iqCpJMYLmkno9nDWDg4ukKcTfCJ0Qbr+JvtMEPic0AQVTx2z1CYYBjqGz0PEbHyriRRziMSQURSVdxugFiapHEAUIAqxfWkQt5EtuHfkgsOYgFmSgVYQgoGhCgihrDnoM6GiIaEkWhws4gITFFYlXDWl7j0Qfu4c3Lp6gtfIDOTh2zXELy+tQyOvWmxeZWi75d556H7mLq6CGee+0duv0hJTODDgx7Fof2z1IeKfBmwyUv7O4NT03N0iTl2k6PfvsWWadHVvV+YNn9oTAACYFEV3B9F1PP48YxigCmIuFrCe73t3p1RcEa2BRVjX7go8oysiCAsjvkLvkpghAjCNBLRTRZRJKBGBATBAUEP6GqZGj6LrKhkfNSRM3Al4fkIg81gnoqUhWgFjjYtSn+/PwqV198kcHLz6Ecm8CvVKkJCq1Xr5CpVBgmPYzJMkqSpz+wod5HVwp4doNQcbFvnKExOsXo8QWW2y0oyqRhh9GyjmpU2Xjy61w7PaSSM6mGHlN738cr33yWREsYSCKmbpDIEoN+HzobTGV3XzCimGwuZcQIcQIXb9BAsQf0mms4JZNwEBP0OwiuhZYxaIkK7tDBvrXE3ooJnVs8enSewEk4ujDNzZefZELTWdzuoZg5pNTFSASqc7N0u30QRZTxKVRSJtQQP/ZYmJ9n9eZN9EoOo+3QyZVpdHsU3SHXZBXFfg2zVOKXf/t3ETSFQTLE6rhIMch9l6i+Qp7ruJJGkobEfkL7tbepzZZ5z08+TnfHIfQCkkLC8UcPEAgqU5K4u1WrakTtLsbQIjsyidu3efz4PNevn+aXzoTc6oUczI8Tt9e458g0KAZfvdLCrlWI1tfQ0egVqzz99lsMF9coTMzQE2IKRoZxV6ITDwiAdhDC+iq33XsHL12+hLBjEVXeBcOQ6tQ89VvXmHv/I7xV3+HY/T/KL/+n/8DFxRvogyt4UUD29vsItzYQqwK5h+5GF1JGylm6gwBVkon7Wwg3Y4w7iqhH7iJZ6sJOg8HaGmlUpblzFfIGcq5I3NrGFg0mHn+QB4+c4K3zp+h5yxCGVEWRHXeItXoTrVrDb6+jFiS2xZg3NJ2Ru+6idf46ku8TmBJgs3DwIOtrW/iYsH6eje1tioeO0VtaJKMpOJFKJmsil0p89Q/+lL0L+5gRUjbmx3ntnYtMV0fRpio8+9ob5PIVcvkmcuKQn65ideqsvHwOElipCczsmaZz3gNFhsBFUzWGJLhJClGKrkkMm22MQgUvDlE0GVXWSXUVt2ejqCahFaEWTHzbJo1CxEwOIofA8RBlCcXIknoJO/UmKzdXMQWJbDZLVksR8DGzRUwtwXZtjGIeN7YIPQ95CAQRarVC4PukXQ8tVyDI50g7ddBjAilmQqvhhgPcoUMqGrj5PNpIkevLKzz44ENIeyZ5/gt/iVWaprB/CnN7QL5cxfIs1pZWyE9N0j11nVMr6/zR6RUEUWTfyDhX19scmMyy/eL3GHv4Tr4DDHMOq7HP3IH7uXT5GhMFgVfffJ3q1tuY1Wm8sePAd34g7f2hMIAkTQkcF12Rd2mcskoQOsiSQhz46KqGIIoMXBdRVhi6AWYhjx9GmJrGwB8iSrvtVlFOCJMUzw8R2B14T2KIRRFIEFMYOD6puruXW9WzOF6EJsvECUiSgC4EuEEIo7M8e/kqz/3907B8HVMZIk1UsE5dpxlHmGUTWRSRs3nUrE7/Zgchikl9EOIIENlevwFYtDYt/FurCGkMnTpBkhCoeVzDJNpah1yFdqPOIycOMjVW4sKtHZxOn/H5GQw9QxCFGLkSn/7kh9k3UsGxA6wkQsZl1szSHTikUga5oCCMjlFPBfYUVVzXRyxWsEUZL0i4sXqBOS/GMPLsdJuYekIcibiJRKY8RhTEOJ0BLdti5dYNDu89yvLiMnpBY3t1hcMHj1JvtciZMmVNQvShj4TS9RgpmFy/uYFkSGhmBVFWUPM1KrUxZDPPsfvv5ezpM/zMxx7ns5/7dUzKfOwnP0JGsPB9ienxUdpdi4nKJDeigKVeD/QiMj7SSIGdzpBs4rPtuoyOTeD7IbXRCSI/ICoUsdOEXL5EKZMli8rRnQaP3PcwTn2JtDTPeizw16cuU5uYZPn0Ge67/QSNrfNcaNjc8cBDnHnxFcp3HqbVaMJKB2yH2aMHWG9sk0QRi9fWSKUcx07sZWW1AcUimi5DCla/y5/8j//B//rZz3Hj2hKf+4kf40tfe5JEzlDL67idlIGYYOQMLKeP1W5APCRMAFFjRAloGzFBr8e4mqEV98hNThAHAo4ClVqVwEqxnQBjaoIXLl0nY5Y4e2sdO1JAFojVFEydYjmPWtDZaRRQkRHKWd66fo3i1CSiJNDvW2h6CQSFtfoOcX0d7Y578W/ozJ04St/zODy/wJXX3kEslfjlX/pFnnn5Fd5++TRurHD73Dy//1/+A7ff8yivnT2Hmb0dOZMhMzFB1FgiG4qEQxdLkViYm6Pd3IHpGbbaAzKI+K4Hik4iq2jlPK7tgqLhxSEIEpKmk8oiaZoQiR6pIiIr2u7uhi7iSSGoJqQKiSiCoSKKIpICSkHB6QWgGCjVEslOC0IfNTeKmS/Q768iKjJRnKCI8m7/KHCJNBlN1fGjADo7iKqJ74ZQiBDyOcQwwCwWsDpDvGGIbJSwXQfXtzHjLNmMyTtn36DVnKA2Psm5N15HuiCyUCzTcAX8xEMHpkbG0GtVNiyfnesbZPWE6xsrCFKelizQ3l7lwpU8fT9mWpXZ2Fnn5pVbNHsDhtY0K++cZtJaIci2sKr9H1h7fyh6ADNHj6e//dR38ZKIkBDcAEFTQZTJIOAEHqEkYGo6SRAgiSqOH2DqGpEQgSSi+wlEId0kxDRNEs9BERUSTWUwHJIVFRIEXF1GSFLUIAIRBFUkTAQyqYAnAoLASMHkRpjyG994luHVK+SHK3RTj+zoDLHTJ3vTpxn1ESbLiKt9YtsFNYJGHwwDvATciOxsCX2iSCvqUhZU/vAz/5KLVy4zpUpEfsqfr6yxbnfwBzaRH3Db6Ah7Z+bYc+AAhw/Mctdte/nG1/4OxXaQwpDILNLqt8mnMqaukKoRthtQq8zQbbZYmCujVQr81289y/j8fj51bIG1tXU+//RzHHv3exisXueRE0epjE1x/vIih8fK9Nst9h2eZbWXsNF1uXP/JPUbmwSCRDGX4dZ2m7mT7+Irz3yZjz74MC999zV+/Kc+xV988Qv8u1/+eZ758t/iDj3uPLoH33UYm5yhvnmL/eNVFhb2cSsOGM/n+bGT9+HIGmsejIyN8MiPvp/ayDivv3OdbLVGVoo4su8IcdihaXXZ6ER0W13yym5TXNdk2rbNkWqVjZ6Fnysyks8yaO+QFAp8b3UNX4CmnTCdy/FvHziAlkQMYvACj2B+ht/6m7+ms7HBodFRtgcemVqBuLWJFicsdwLCegfj9jnSbg+1OcAdK1DWDGr9mGtnL7D38Ye5ev4MFIooLYtwrcvMnccYdHd415E7yZcEfu5Tn2TEERgmIX925QJf/cv/yXvedYRmaHPd9ukPXGbGx7m5coOxokx9+SbFQ4/Ru/ICYnHXvNrtJkgSXFlCu23vbsFwvQutNtJcDbFcIpcbxVpr8dM//VP8xTeeRDFzhJ06qFlypb3YrQ1QB5ijJeReF6feJSUklWRkpYDvWpBVQZJQBI8oEyG0DBLbIV/IYd3YQMmXCdt1SCIoV6BYQhMk/Hqfxz76OK8+/21KtQr56XGuNLZBVVHbXYKdLnSaEPtQKkLgwsQkWDGZqEBSnsDP5TGSADV1sS2PVNOQZAHVDxBSGAig5QrIvS6+axMlEvnxKZzYRksVwlggCAM0WcC3h+iKClJEKsmIgkIqefzoE+/liLILkNwRa7zw9tusXjxLVs3TiwRy4yNE9SauG6AUIHJjioUqttWCwCeWVFJdJSPJOMtr5OZnCAjQR6vcdeAgYRyRiikTlTGuXLzEzzx6H/XrV1nT83z9618nfOHrEATcWFmmkFHp+gKLgcIT//53YLtOdr3Opz/xBLed3Ith5vhv33ge33f55GMPUc1mGZk5SOLaVPwtXrq6wqtBlR89foT29k0GgwGRM+B3/vN/+oF6AD8cTWBg4DoESUwUxei6QRyn+HGIHUdEqoSiKKRhhBP4+JG/SwD1XeIoIggT7CAklCV0zSBN2KWGpilDxycSJbSMRhpHCBEEwW70TEpFSATiJMKPQow0Rol8Lgzhz7/1baxv/x3xufOE4u6LErgx7sUN5JkyjGXR3d0JSXO8AqYOmgQKFA5Mk1+YIJKE3UhqJDCUZN4WIjYMnbYf0glcpMRhdqSI60agaWz0O7z+zhmKhSxbW1tcXVnHLNUwcxlSMcVQNAJBISYkX8wjpSKVbJ7+YICa1ZGUgH59jV/56Ad5fKFG4jiMl4vce2CWf/be+zkxVWO0VADPZcw0kAyTB/+Xx8hnSmh+wJ2zE+RFGVnXyOVMhn2LYlEn7Gzy4Nw+Stkic7U8Wcfi6NQEF86cIaMYqKJBL0whY/Lk157i/FsXWXr62zz/11/gqd/9Yz7/f/xf/Pi+Of7FfXdTVEWCKGJ1eZ3zKzcpT4xD38Fq29y4tcHSVpOhD067S3dznXjokNczdDsdSpkMZ1bW0WSNgpmhNfSYGp2kVCrQClyW3j5DUt9h4+Yq3aGHJ6iYgoRZrPLtM2dZv7JERspxYXmZ8nSOdm+HMIy5bf8CYbMJgyHzxSqKb1PQQ8JWg64f0JACwpKCN+xB1wLXJUwHqOMTlI0qQRhTOb6fpcjjj558kiuxz1dXVvnzv/pDjOk8F7pNlndaxLFP0tlhyshBY4d+ECOMTdK7sQTFDMnqOu31TXITE+AEZPfMo2YzZHN5pg4fBD1FSj0IAzobNxGlHNcvr0CzTri9AYM2hD3S2MUsZkAKyegyYRiilUw0w0QMYqJGkxw6GVUkm5WRxRzlJE/SaTI1PYnVqkNBxFB22/O4EbQ9uNUAx0ISBF5fWqZSrjEHFHQDohC9a6MhIxQ09NkaFAtQyiKZORiGkCZIioSfBKSyTIqI2x3sFgjDEE1U8ZyAKAZECV2RSZIEVVaQciaW1SUeirsJqjREVSCNIhR2x+ijWEEKJKIQhMBhTyFPy7aIRZWx0TKGIiJLGp7nQb5Agvz9TfH0+5wvge52nag3IOq7pEMPRPBdB2WkSiLJZBSTkdEKBUWmWDARZQEjDhgtl4hkhf1793Fi7x4ylTJn6k0iTUWfXsCVM0we3I9WLUO/PDf4YQAAIABJREFUC6LEzOGDTO7bi2Ka+LLKRrPN8UOHcfoOUSrR8x0Kk5P08lX23v8wJAKNXgelVmJ2/z50I/8D6+4PBQ30d//rn/zGPR/7R+iqQhhDIioUNA0pTEg0lTCJEcIIVdAZ+B6CwC4WQlV2EdJuiKgb+JKEGwSY5SzfW20wszCPGAYImSyBLKFJEoLvoesqoQAxAoHjUzRUQknHdwdohsbvPfkU17/3MhUpRjRNhls9VC8maDUpTYzTbKzBMCTeHKLKGp7VQfZ346U4A/z1Bn6ri3pwgoE3JGNqeI7HW08+TeoM+LFHHqRYLiIlEVeWFxmKOqEQ40YeNUXiiYP7WL6xwf/2+19ADkP2jddwI/CdPjk1S6mokC0WcUKRIAxIUGhYXUqVHComYgiBa5PIOaoj44zNTtLaaSIIMjcbDaZGRpgfG6UdOtTDGLM3xIlTYhI0EtbbXfqpRCAqTJVy9FtdBoGINbTIyzAMA9ZaXcZqNbbXlpnat4eO5RKnAtrYGHcd2s/0i/+AGopkmquYdo99pko57LMeizzz4it86L0P8MQj78Hw+xyuaOTHR5EFl/EgYDpjMrV/gYSU/ftmqYxWOHniJMcO7KNcVLn7/ndz+uJ59owXOTY2wq21JV489SZhxydYXMRdPscH/tnnmJUT5vfPMchl+Y2/+DyoGrOjBbJjZVq2hRSlyLkcLVGgXMjQdV2sep2Zg3MogsGYWKLeWye3b5xhs4mZLePVTEwnIT81he02qV9bImgMuHj2DHXPoYHEkxfe4M2lq0zMTbDZ2MF2fRzbIhgMEDQTKxLw7D7RwMLQDaL6OozkGZvdx6BlkzEz6LUi1soNgoFL0OpjXbxMcc80bk4nfmUVxRVIZ0tsdG5RcUUqWgFr0IVgSJCRCZ0WapBgb9UJ2x2C5TXCOEVPJDKBhl1voXk+g+urRAdmcG0LOVXp9Ttkj+0nJcG7tAaRT6FaxO9ZqKlAavcpdJr09pSR8gpp4LHc2iZ85xzRTpMgp0JnncKeeVxNh+UbKFKIUSgR+B5GuYwXiWBmEOQU08jhkYKSomoGqR8QyQKyLOIM+hgj46SCQZImKGYGU8/iij6alsUNAzK5PK7roWeLeAII1g7hyiWUjMHCsZPM5PIUJJmhELLTtNhcauMlu1eDgmpSyedwXRst1VAFCSGvEfkuupgh8nzImqSWQ9Kpo9bKuC2bmdkK7VDEdjwCz8Uo19i2exy/6whN20L3Q4oZnUvGCO85Pouf6mQrRbqGSpCr8Nef/xLx0CcqjrLn8AGyukSxPMGXv/c8P/Ujj5ObOUhbVBF0kX6UEBpF/EyR77x5hkfuv5PbZqZYX16hVMzz93//9P/3aaAIwi7zDQFEAS+NSIMIPRVJnRi+T9gceD6mbqJrWfSMQZiCYJgUCzkE39097WQMQgmWuhanF1eI44Cu3eXajVvEgowgpGQyGRzHIUxCjKxB6DrEcYyvm+hjk+TadWQZ2nqWoSzDjVXKggZhQHdYR3Mlqq6GkjdJdQlpZ0C0Ukf0Y2QvRen6VKQMTrMBpDjOgAwSdxSq/Mzxk0xJKeUg5PhtxxmbmCGQBFRNwUBClQ28oUM5X8bd2mLgOqiCDKlMtZIlE8WEJNiRj+0PkbP5XXyFbHJ9uc755S2+9tZFXtnucX1jnddOneL0rW0+/703UGuTqKZJouvULZtKIc/2TgdDjimOjbDqhmj5PJqi0rSG3NxpoiQKG40+1z0fxTRIRYPS3D6++sIrTOw5iFnK44cDtpeuQRjw5vkzmBkJddikEqVoaY9aRSfSFcipDBrb5DSD8ZrGsYrE3XOTHDy0h++9+jyFvMqH7jzKHfumeOXcafwopLW9Rhz12Lp8mrC1zR01gdDtkUY+e4yUk3vH+eB73sVjRw8iCimPPPwQx/bPU5BhzBSwRZevPv3V3ay3FrMwozBcu8SUWSArxHQ6t1i+cZXawhyF8TJ+4FHv2qx3Qy6fW6QyWqBACt0AJ4oIC2CT0GtazByYJTeXIxuljEU6Qm+I4of4O9vkvSa3HKgWJyh6Dmrqo0QpkqgSjJShmIPtDZTIBTMHlkV9rY4RS/S2N+hFDqRQNAqgZkEymTCLJJtrTOg5jHabUikgiraRRJ31C4soukmuMIpayYCRkA8T6HXADshLRaS2hdOx6DWapEMH71YXAh2MGEYhEWWMuQUGW3XCMyvkDBOkhEw5R2a0QCjHhJ5PR5CojBSxjRjl8DzDOAJZ5MOf/mlwHTDKDC0fEpFKMcv4wiiDW2uYuSx9Z0gmY2CkMaIYYSUBEIAMUkYmkSM0BULHIpPLo2RzON0ehCm+1WeITdyxCRIgFnD9AEQV3/Mg8kijIXJo4/oBf/PiG1QMnaImIsgqjh8ThxGaoiGFAa2lRdYWV/BuNRluNbB2mkS+g1kt4cUWymgJWcmAqqMUKwh+AELCeKGMb5g4IeTVAo0gwRVFmjeX0cwMvmtzx+Q43/2rv2Jz6RLTQY+CXcdIIkTPRTIyoOvE9oDAtpjOZtijiewdr5EKEUEckJElUj8kth32SylTYogfB+hCymBtm3v27mF/5f8no/CCAHJGJxBElNhFFkT6uoyThpiFEUI3pC/EZCpZXr78Nrd6fc499wz73nUPS2tdjFqVTH+HX/wXP8+/+z9/k6kD++i8+Q+8mf9+mapZhzCkcMddPHHvQ9w48yYf/shj3FhepazlqJUyBKJINxX5y799mvOvvkXt+Ema7Q2Moozy2EksSYVNH9abKPsO4kYhwfYtRFEnCUMo50gqGdKpMulYG6tSRtxskmzUEaarmIUc57FoX7nMkSfei2MFfOY//yHV8RHMgoLvxyimyejcNK1shcEghF4Ty/dZs30UUaGrlQinQmInoW7HpKJGHMTsu+sIt1au8u69d3Lxxgaz1TzRoEGnHTL0HDTf50P33Mn6rVXiWOLa5jqkEbm0wmi1iC2ntAYWkwtznGtscnTPLPOOR6xKDKw2j56cozQ2w6vbTX7vqef5zOg4VVPkX/3+H7FqO4xrOvdnZV5/6TneePUUky2bHy9UEMsmirCfZt+iZOYZDIasXbmOGcKgPeDiZp/Ngc+Na+/w5qUrRKnK3f9kgjNXL9FYWeLOuQUOFasIw4Tx+WlSMaYe5njxW1/mnjvv44uvvM6//KM/ptloobgupSRgXRuSzVfY73c5/OC9zL/3Edwwpty1EdOE8nSJu0aKBNYGG+evMZvJ029sMbh0k4m2y+yozB5pFCvuoewzUAOH3sWLTBZTctYt/KFE0m8jhSF79t7JMjF77pujG3bxayqK1GF9cxOv1+fjHxnFbjj03ZiJuUlWeju4/TpjWxmu2Bbp6Bgle4goxmR8GJvKsXJjDbvr0b+xAYZJ0msybFuEnsDSpWWII7bUPuyvwjcuQQrDuwpQFhErWcSihnB5jaKeoxU1mTl2nHjg07i1ybhSo79dZxB0ECWFSEqYOnmQjZ6M8M6ABIs4VeHqCsQBThiBoPGJX/s433ruu8RykdWr58jkF2j3OmTzJS5/90VIPeY+9j6eevU7jPQGjM3u5eJ2G0lMuO2ffoiz71ziA5+7g6jl8NIrdVw5JtVMKtkCgt6llaRIQkQy9FDDIUnqIxXmcDoW3HgNOQiIOi75chHr0iIcP0Q47KOFPvrOLfpbLcLyCHgekdcllTQEWUVodyBnsLPdJ5SyOLFLqnn4HZv82BxWdw012EYxdBJ3iJvKTJz4EbbafZAL6FqOoTyEPIRLAzJGkUiLuLC6wfHbbmOzOcDIaozhsbWySPb4QeRhRDy7QJzPET/9Ih/6rS/ya7/wWVrtbdJcxMVzl9FCCzeyoTbC1954g3ruQa6/dglByHKr53N+bQlZTJhQIFEznN3p0qxvovgOX/vO96goMnv2LdAc2D+w9v5QGABxwiDwSJOYkgCiImMFAbJm8E6rg5MvcPnKMpHV5/LbX2Bkeg80r7Jy1gZzH27Dx91e4qnvPAW9dTbeXGLE3sDp9Dn0vk9y9fJZyKv033iW15sN5o89wB986RnMaMhwo8lP/9zHWBGKvPiVL1N/+WWYXKC5tYFmhkh2iLW5Q75ahpstqBgEmx2CdpPciEkhX2bD6FIer9HNKaSqALkycZqS6CqYCnrOwNpoEDV73Iw8/tt3T3Px5bcZNwt4UYqfKuzZf5C1i+doJjHfvbHNiduO8sHf/DV+4dOf5uk/eZKw0+Xhjz7BF7/197gbO6SaweWrlxgtFnh4ZhRqRTr5HHVFYMJQufeOR4ilFKu5w9piEy8Ycuz+24mlDLLbJ2/KrLoCSq7I4tpNNocxX/mbP0WLHCoiiJLM2tYGP/mRH+elZ5/hn/zsz/L24gpn336bX11b5d0nj/HSS6+w9/6HeevvvsZX/s1nCIcSn556jP7mNl6xxoXrWxyp5Zme2kvHSajVZvmdn/sgthBQqBl4p09RC1xmyyaH33ecw/uPMOvv3rDf89g9DLtdZmoKrU4HM9LwI5/IjRk/foCdjSXua6zy6FyRZLrKWHUXRa0aZex+hHvqBbbVhP99/zgT42O06jZR6LJ//xi3Nh3m8mM0amMUsxXsVovb77uNtfOrVMtFOlYf/c4SCRG64CIB8wt76AQBgqQwahq7kLP5KmtbdWYzszRWrjF6Yp7z568w/eGPcXHxEgfe/SDXz51n5v15enaX6fFJFhdXeXunz4cfeDedxXMcnZ/EUFSEYZ+F2x+g0erSa60ysHuQG6HR7/ClZ1/h+bdX8SVQRrKEGzZKbZRQ6iIHKXajBSMFcqJMagVkRyq0uz1Y79H1Vgldj6jRYQMJQUwRdZnYj5EkjY2z1ynedx+9Xhdm80ShB6aAaOaJtxWy4xO8vXiW40cXePnUTSiV8doWtbtvpxyIbPoeE7fvoXdtneOyya/+8a/gVxb41M9+jtjeZq2+gZwk2IUxZNkjcK+TGZ3HiWOi2MMdBiBq4AwpZmUstUd2epZGwwPXR8oViNZugKiS6gZGLYerKGiaSmgNMAtFhq5PZAKaQU5LGHQdVDFhvFwk9iN62y0oFojlBFFSQNfQ83ksRSPwY6IgRUgBWUbRdJK0DUlAKkASpRCLgIySCghSSmYkS5wmSIKChs5stcBpt8WFi+foBynDTIlW12Lu/rtQKvM89c1nGMYBYaZAKRV45L57iDUdx43QhQRrdRMzgMm9MyxvryNGGr7VxqnphIJGc+0mw0GHTOTibXrY49NcvnyVJAp/YOn9f00BCYIwDXwBGGO3GvLf0zT9fUEQysBXgDngJvCxNE27giAIwO8DPwI4wKfSNH3n/+kZs0ePp//mb54mV8iy5XsoKUwVNL5z9hKngoSz3/kiWcVhsNUGqwWaTEkX6a63KOy9G3tjGSFySDI50qCNlBWIuw4YFfKBgbOzyfgD97J+cws2NkGVQB9Hk3L4okj23U8wePabEA9AVTBPPsx4bYTmxgUcxyZcXQOrS23vPElBo/3cayijE4RFE6II3lmG2TF41zRIEnI/IOpbZCZH8Ds9Uj8labZhqwWmCQgUx8qMjBXIGQpnluvoWY09lSxjmQKinCFJA6zmGnrGYKI2R7tRh3yM7kN+dALTNPE0mYE7oOQl+ILJU6vbDLZuMScESKKCN7ARNAPKVYrFPFZ3hygKqGQUxFhgZWOIliswCIf4wCc++08x4pQ4VZitFLh3YZKVxWvEepZD41W++Nefxxyb4r0f/8f8+m/9R04cOEh0a53Hp3O8v3EWxwvJ5MrgDPGzFZAVWvUNMoZBPqOREtFxBpiSQlGQkbN5PCegpOoM/S6KYNJXBWQxpbezg6Bp1AolFEmmE+8yoNZtkEOQB0OyGQklAzktjxPKuGmMKXkUdZ1QM9ne7jNbyBHEDuRMrM4Qx+4gy1DLF1HFFD9OGAwiUhVUVedmJyUjCSzUVMJ0l8YgRD6WPUTI5zF1hXq9xezMCF6nTySK9IIQnd09AVWTsLoOiW6gmCKjioSlaQRiylgY8aqn8ZVOyNzmIr/4/kd45vxlHq8ZxJkMZ+2UsqQya8S0A5tYq1I9cTfqJz6zO14tRBQOzjAYRJSMPK3GTUrFPPnCJA2rTTwRkR8ZJbAzGKGHsVRnTUugWkC8tIwpqcTlIs56HYIAMZcjUTRw+1BLQK4wPXGI9eVLlCZV/M6AOE55/Jc+xqVrl3EWW6xfXILpKu/ae5xQU7gVJeSUMv/+F34NQ4aG3afhuvz6Rz+GOHB49698lK21a6z3+/iuRkU8jB1EBBmR/NQkjt9j72gJIRxw8LY9fPflZ9FEGQWVZr2P1lII2208p4EwNoLoRxj5eZIDk0TNBvmdDu2hQ1UzsHs9lAwMbq4yNTXBAx/5EP83c28erVl6lff9zjx953zjnee6t+auqq6eW92iWy21WnILIQlw8ETAZhGBHZuYBENsY0xMTOwwRDgGRGzEICEhQCgMGlALqavH6q7q6qquuW5V3fnebx7OPPqP26woK8GBsPDiXeusc9Y+73nftb4/nv3tdz/72c8cWabX6TJxYJaf+ewXuXQ7xV9dxbxnmdDWkPp7WGqFwpQZhC6OXWZ4+QZa6COWTOS5JUZbW3DnOvWFBbJynQcfPc7QD9AsB0GUsPOYCdtBUS2a/RaqmuMGKRuxynJvFfHgI6Q5RMMmomkiyQKD9R0WGw3CaIQiKvR7AeXlSRJZp7W3h6Or1DSb3nBAR0xoTEyS9gLCHHpSgZmm1LOQz/3cz/ylq4GmwA8WRXFeEAQbOCcIwh8B3wU8VxTFTwqC8MPADwP/BHg/cPDt62Hg59++/+kbFAW2ZhBHEXqeouc5QX2KNUVjdP0cc4bAoLMGUorYcREUgV4coJRrDC68ACMP0gRrrEokpThajcAQycgQ4h5C7tO6vQGbHYQwQrU1IncdMXNQnXncC5dg+xbUHOSle/AuvMWtIgc7QpyqYMyPE3Q0emFG5vYQ6g1kx6ZQVSSvB4vjZBMOuaqQRwGqlJBGPYSkTtbqUlqYwx0NqNamMOwKzThkYX6JB++ZZWFigsh9CcdW+OZ33s+4XWOn2UO1dSr1Z1m/fYeSZjHz1LuR1Qgrkdju9zHFAmu8xm4QI6llRqnEJz/7IyAJ/Df/y4/hxjEb69tYTolyzcQfjliZmmO7uQeWxkS1zi/85MeIooRazUGsVrjxyksQx9zZ7vKOk/fwrpVvJ2puYVTqqDWbf/Hf/SC//PnfZXTrKkfmF5ifmuF44fGgFlOeXEQKE9JgRKmyn6swSjJaXcMydKJWG6deZeiKlEoOahbgJyNiFBJBQFAcggJyr08syYwtLKOQMup0KE1OITdbaKqKo0uUDIM0z5AclShPcPs9CkFFkC1sZKIgxB9kZGlAWJQZpTJiVNDsd2mUqjimQRS5YJlERYpsyiiCRpanFEKAYBiMwpgsy9BkjSzKUE2b4dDD7+XYdo3d9gA7hZJTZhQMSIscQ1cJQx/T0igQkEwT3+uTihCEGZu9PsbMYY7M2Dy5NMbVC+dYnJiDzKc9cOmvb1OZnmev3aFWd+hMzfH3f+qXABnRKWFUDAbNLoQe7XgTHAX90DJrf/gakDHx0CPs3b6NFdfxxZhmawscG2PlIIG2xqjXR/Ai9DinkERU0yBNM4pyBafm0Nxrkjg6xCHf/MwHePnq6ywePc3d3ZC7t1tMigp/7/v/EWWnwtXr57BmKrzx+S/R8UyS78sQVIurW+scWJkCW8UoO0ilMqMM7jl8knPnN4jrFnFrB0UeR4hUlqdq9PZu4w33uLNxibA9AFkBCUhFdNEhDGNOv/dpFpYX+f3PfRnRkFmYXWK11SHOYizdotWNQLEQKzqF1aGNxMnHnmA46FI9NIMw1sCZuox48xpIErkio5sl5DSnv9NEVmqQ5Az39kA2iAZDjKrOaH0VBBMEmVxIUXSDqlklCmKyOAJDZyDlSEmINojJs4yT99/HV752hk53wDFTYKPfJeo2+aZTh3hzs0U67LM0XmdklLEnp+nvrBM7FrPlCl++cIUpU6SsW6z1R5R1DcHzuHv7DgYyaS4ilh32dra45+TB/5+w/3+NP3cdgCAInwf+3dvXk0VR7AiCMAV8rSiKw4Ig/OLbz7/x9vzrfzLvT1tz6tg9xYc//XtYikAZhaI6xo/+1L+Ahkrp7mXc9TVQFcgy2GjuV/bu9WgsLTGI+9i6RnC5Q+AGMG3AyKc6V6c38Jg9doAoGtBa66OFKlHYhPtWUD0JYc8lqlQgTtEfPERYFOBK8FYf/B7W44fw8mKfjRRHFEGGrCuk3TuIY9PkNzeQ5BTtnmn8vMAowGrYHDq6guSHbK73CFMoyjLuZhv3pSugCignHuL+e05yaKzAUjQ2d11Cv8eTj57GjwVWO11MOccsBNpBhh9mjOkaJU3FUiwsA+yJBls7TbbvbvP8tVt02k2OKjJ2tcYeMaoiULNstCzDqk2iqfs9DNpBRDLyyXttHn/0PuLQpxD3z0CtHEzTQKs5/PYff53rG00+87P/hub1tzDMKlFWcN+hFT7x27+FHyssFRnvGV5DT2NGgcBYVcfRC1JBIU9yUlXHGw3RihRFUmkNhjTKGqqiMIogLVIkw2Rzr8dSvUKs5FQFGd+LiVQLS5XR8CkQ0cQKQRIw9PrIssoo95BIqYYWo9hFGheQwhxTbRCLBannkRkVhKiNX6iohoMh+CiIBHGCbch0+gmmpCMkfUpjUwTDHoUYQa5RYKI6Cp3NHTRNw6hrJAXgSShajp/kqGKEXMgUaQnDVmgOd9B0EyEVidOCLC2QhADHUFDVEkGSUyBw9cZNDh1eol41IMyIEwnPG2CmOd04wdMkGitHmPuBn8ZVdfSgTwIoh5cI+1tQtpESl2zpNO944HFe+jc/DaqMfe8R3GaHYjBk6p4DNO/2qDXmaW1sggmVkkV/cxPiIfbsDKOtHSRFQxhBSgzzFWqHD9Ld2mViwiGuZ/S6PmOleWanHXbbHU4cfYirv/4F3vVD38GX/vBTvPPoFLt+wUe++2fIwoJXXv8qh1dW+Nl/+1MYjknH6EF7hC2WCJUcob5ERRqjf/02Zk2jP9qFoI+dFIzaXTA0MEr8w4/+CJqk8rFf+mUi3YFWF8IQdXaeWMwo2+MEYkwcBuDG2DUZVYL+1gjJtohLNqQKNNswNbWvMzXoQmcDTA14m+K620RfnCaWdfJ2AN4Ixiyc+dMY5PS2rpJnCun2XYjb1Ks27/2b30HhdSm8lGFnwO3eVWxLZbE6i6lq7G3ukhcCvpFQMmZ5dMpGTQZ0kGm2PO4fG0er2Xzi5dexFB0hzwk0hX/+17+Fz5x5nfnJGqO+z62dFrMNkzxVCAQFf7COpWi4hUC/1ePk8YP8zI/80/9y/QAEQVgETgOvAhN/AupvO4Hxt6fNABvf8Nnm27b/mwMQBOF7ge8FcKamGTgVcrlgc1TQ9zK48xas9QlKFuZ4Ff/2JmQyiAUggCAjDFIUQaJcNsmVAQHiPq+piJDCDFp9mrsdrIoMhY8ii0RiAkVIvBNA14OjBlzZIrxbgKahWuPEXhehbqM7Dt7qJtkggMxHnmyQFgniUg3brjIIQqoTMqPChe0e9oEpJCVhbbOF13XJchfTdMiDmOpEmepTp6jXq6BYdMMNvn6zTQkRe3KGQezzlSsXSaIUZ24SPxoym0G33WM3F/ApU0sMLKmPEqVst+6wemeTZVHgg4vjOCcPcXpxilEYsdHpksY+JUHBz2DdcNjpd/hrTz/D6uoqE/6ICfUom+0Og+GAA0vTbOzs8NCDp5mYnOL3XjjDqD1kb7PH2atrHKrWOfu15ymPTzBXtfECj8kg5fGxCkYvISxyGnULIRkRpA6eFzM+7rDTHGEqJrYl03MHBFlCqbGA3xshpTm2bdIeDZGTHCkNMGUFz0+Q8gLHMAgFldwd4hgqbpTR6fdolKv0giGGraEkApagIusVrHFnX+wpV4lzEDWF3ZFEqWQhCRLtkUeax8xWLJyxcTaae5RtE9GNKBQFQRVRdZFCrtJre8xMlIiLiDjPcQwDZ3ycyI/Y7u4y05gk8jykAnRRQLRUckFClW2KFKJCZhR6jCkZtl0mcEcYOqQieIMeR6frVCwLf+ijKAqiKFI1SnQHLpIg0JLL3MqquIUKSUxs6eRRQbG2A0UMvQGQgnsLd/Ig6CJyxWB08SqkOY3jy+ysrTE/dpT1W3dgbgpWLzMUptFPnCBhiDcYoi3Mk0YhY2UF46jM3pZL1mnDyMe59wR3etcQgwF5cJN85hRzs5NU8iHFjMyZ515hYvooL107S3V8md996QUqVYcXvv57vHjGwLJLtLY2ePxbH+LiK+cQuh0amsbOmxdpZmN89/c8gzqj8uXzq6y98hpuV4B6FUoO3LhKZ7vN3MIy737iKb52+Sq+WMKpNhj2OjDyOPbu+9kJhtyNCvBinjpQ4vaFcxx/9AS9JOTSZovK4iH6qoNSb6CWKmTlKfKZRQyjYLC5gVwZI7XXEWfGEbQGpUZGNuiQlgUCMtBrmCeeYri5Du4AEgFR1WhH0Gm1ELyAiqyzNDFBa9SmiYeTutTMhKKQSL0B/Z7E1HyZ1iDhhTffIo0Tasd1zn7leZaPTBG0mziTM7SDgI994leR7CrN2KOIRebNMkpacGswIkxzKrLMMBPY2NtAKGReevPanxfv/5+Y/meNAARBKAFfB36iKIrfEQShXxRF5Rve94qiqAqC8AfAvy6K4oW37c8BP1QUxbk/bW3xwOGi+B9+EhKRqbkaO2f+gIPCgJuvvUBlYZz+1g5ip0seuGh2HTMS6d1qo45bxMMh1OaxT9RxqrB3cw/6IemdLSonV+hHA2SjQnrzJrPHTrB59hpo+0knUVJQFhqIUwYNucTO7T3SYYawcJCiXALbhIHLR779e1jvDBj0drm9MUBwhoiCTJy3wb+N0u0jJDqxlIOQo03k8c8mAAAgAElEQVQuEcUZahQQd7fRzSqhoEBpEkm0KNsmw9RnojKGKMFekpAnUM5BFSNGI49gEHNiZY5hOGBvp48oqBi1ElKRY5c0/CBmcHuLxw/N8eN/+2/Q6/TBUEnTFH8wYunAAp94+Sxvtpq8+NprZCMfRhnHZ2f5yNMP8sSjj1Ds9BjEMROlMqkhk2Y+VaPEhR2ff/VT/wd3N5v86A9/Lz/y3343ehbQjmIu3b5D67nn+JC/i99roxoGsiLRjUYosk5nYwvHKVFICkkcUVdVCkVntdmlapQoGSKCJFCEOYW434y9yDMMK0eUFQa7AYphspO4dFtd7j2wRL/fR1YshCzF0hX6ccD01Ox+7+d5g8QPqa3HCKbCKGhiCgo9LM7pIu6NSxy0K8yb4zj1Mntra+i6ziALmZqcJB0O0E2N3WYfUxbJRYtCEDGVDNcfoeo2/ihEkWTiNMJxHM5dvsbBgyuM1SxURaGzs4WgaSQx+L6PXjYoaSbJ/DSqViYrMuyayV7XRZFlzCAmS0UEUyZJPaxMRTahSFJ63SH/9Ivn+fiXz6I3Fgg72zjzY4zaXZRhn4IMQSwj5R5BTeXkk+/h5pkziEJCEuXkfkRqyFSOnUB1d2lGOfahI6ijLu76HlHLA1ujsThH+9oGoqMiW02U4ypPPvAkO52Y81+7AZ0hY0/cR9/d4dhEje2dNgIZC3WH1c023bWAxqHDtHtrMBryyLd8M+WKiuPvEeQyo6SgubrKzsjnqaefoNMccO75i4wlOZadIy7Pc3N1m6DpQVTA3GMoc/cjjB/HqSi0V89yuCLz/Y8eo9uN+M2LW2znKdOPP8OprMOnP/2b4PYx52bIZYdMX6RatSmXety6coUjxx5iba/N2Nwkfq9H99Y6ulPHiyUkSaVy4hj9Iia7fQFREhHzgrTbR65MkGomplHg37lFaXyJoBNQz0cUQkh7OKTY2EUZc7j/iaM022+we/GrHDl8gvNn3wTFZnpsgfH6NA/On2Q3GlHkGt5wj/e9+5v47Gd+n8b4GLat0N9uI8sy3d4eogS9YUS92uDy6y8jWDrv/o5/wHh1juuXzzBeVckGHoIoI2UZQRwQJj5f+MWf/8uPAARBUIDfBj5ZFMXvvG3eEwRh6huOgJpv2zeBuW/4fBbY/s+tX4QBcjBk6sARNr76OeTOXTpOBaxxhNRHVyUy1UZJC5Ikp7fVRGxMYk0alJYmscYOsSFuMNq9S9nTcdseaqlCMPRALkj32pCIKIIKkYASJiSShKjI6G2RwIGNrVswyqAyhT1TJ1YlUlEmlVMubF1ivTUgD0JyL8GsGqRZBF4H8oQ89MjcEE0tkyYphbBHZaJG/+oOclVDTQvCdhProXvwhhHdqEBUbJp3W2SSRO6UICnouH0QY/ByZMngwrW7+05oBCgio1GCnBXsdIaohkG80+G8rPNi16NIC7JhgGVZeIpKkMHPfflL+8wGJBRRI9UyDtx3mp5T4/NvXuQdCwdILYNzG3eZPX6M9d02YqfDoLBwTagtT3Jl8wYf/bEf5tjBwzz39ReZbu7ww+9/BnabiEpBnKWEnkemSGRJzuLMOEkS0cs0tJoFWUwmiGh2DU2WsZWUpEiRqza7ey0mKg0UGURDJPQDGhPjdIYBlqYydXAG0oRaY4zB0McpO8hFgpKLFMN9HZSN5ojVjTXeVVqm6PoEao6rFWyJOX98/SwNP+TU/AJFp0c7GmE6ZUTPp6yphGFIFueEfp/xeoPQD7BUAS+K8MMEq2Qw6A4xzDJCAbomIhYZp44dolyy6Y9aiIKGLKhQ5KSagiOYJNGQrDbGB//Jj1Or1vcLHEkZejGmLFOEEYJuEKYhE40aSmEglhKEzoCZhUV++QuvUVk6Tr8boM/MkQ2HSDnEYo5ITi7GCEoG6Ygbd64TDofoJZXYj5ASAUWX0RSVQdaEWGfUG8DGDYhkZArScER7/Q7qwjxy4rJ83/0cOTXDpbfO045i9Kk6YZZTkURGksabd/Zgd5djj57AVwRsp0FU3qBsC7S7BaWqweZbL/Jmp8l8vczGXpuHnngP61vrCONzvHn9FpJukRgmd86d58Pf/x4+9+Yq7KYIvR721BJ+JnHv9ASvuSPaWYP5I/fTu3uB337+JbRU5aEHH+fOaMi1l55n6/QB3vH0B2jfuY6jJtzpxHQygWGcYshVDr7jaa5evoY+Ps5Os4WBhD5RJfA8FDTIMzqvvgj1CnNHjzHa2eGeskHl9FFeOH8ZWbNIVQXn8Dze+iZSqtC88BqkQ6QH7sNSCzSjyqXXL+EltzAki2bLo14eI44EtjeHbLdyvK2I1WhI3o8RGfL6V36PyINYEkFMQChDllOerGBoEow8bl5b5Zf++Q/ytbOv8vnXXufxx2vUGjNcvXqe+bJK0u9TVkrE4QjR+DPj/J+O7X8GFpAA/ArQLYriB77B/m+BzjckgWtFUfyQIAjPAv+AfRbQw8DHiqJ46D+3h2hphfr+9xP5I0hzCFME00AQIuqzBr47IL3qQw8isYtaqWGIJoPddYzjNYKbV2lMzNO+tI7uqyQkCLKOkGZkYoQ9VWaw29s/QlJ5WxdaBCEHuQA0SnmGaxkIp49RKCJ0PJiYgrqJ3l0l9gaIpxcQ7/SJMxdZFhHQSYIE4c4OVizgrg32k1cyqPNjxHEMuwMYc0AK4eQyomFQLU9DoXBg7ihiHGFUNK7d3SSzHNz+iEeWFjgyN8bdrQ3utn2askIQ9nEEhaeXlnlubZVuENLQTQbbu4hegheFpBUdggDiDFE3qAgyUStG7EaMdrdg3EA6Mk+WBVBI+z++VEAi798VEUQBiCDP9yMlVYM850AEK37IFw9NsR0EiI5KVZPZ60YEKUzZBpKUEUYZlmERizLN3oCqYzEcjXDKJoN+h6n6BEIMkCNbGkWakQcJUZ6goODKMkUUYkogmhp+MCT2EnxJJ8tDZhsTKHlOruV4vk+qmlyJfS5sbvChE49wxevyu7s3ubi9xbEg5d7Di0xLIh86cBqvNUTLMorUp9AMStUa2cBDkmS6QR9kBTnPEcJ9PSmxXGLQbBFnObphQBqhyCJ6rUFvr0nuxdi2jagJ+EFCsxegCQWle+/jBz77Jc40d2ht7aEqJpFQYFfG8ZKIiYUGhqbj5wYPP/EUn/rpn8OZcYgSlWjzBvrMIUJrHjYvg9tFNiZR5Jhw8zIKGrFUgJxwz7PvIEoldnd6CGJKcGeDpJtA1UKqSNhHTfreGIxyiDag0GB8Eko95FgkjUAw4Mnlg6hZD8sXWTl2gj+822Y48nikKrM0OcEnz54n0RUMXeHulctQMfjot76PizfXuLw14MBUg3a3w8bGFhNGib1ra9j2BKO9bZ746Ldx8/Ym2y+fo2RauBsuKA7igoGqFdiFw2i3R3gng+UxJj/8rYxaCd7Zy+D5CM98BMMCees8J8brfPDgcf63tT4DN6JiSBx5+FGee+553jmm0Lp+nWvJJMysUD48SyYVuJffgjBhfNokVxTaEdBvcVpX2NrrMZxZRq7VeHJlGXO8wfrFl/ngQw/y85/8NKWlZfrtNt906hju9QvkScj567f4lg+8l7eu3uXCV7+C6rv0A1g5fppbf/xJtLqCKUn0Wl2slWm8XsjTDzxIyaqwMt6gpEms5yIjN8Ya9ClXK6z1OpiaRCprdNo93vvEw3zXd/99xp1p1MOLPPN9/wxRqrD10uewihGzdk4u6Wx2XM78yif+0iOAx4C/A1wSBOHC27b/EfhJ4DcFQfh7wDrw7W+/+0P2wf8W+zTQ7/7/2kAsCqLzr6JOThPLKrZtMWqvI8gqrashim2RRCH1mUWimzvErTuYcwfBsBBlGQoRO5Zo55CRIQK5KqPJEnEYQlQgiTKFUFCkAgIS1uEyrpRRbI9QZZm4F6OHKeHZC3DyMKXlQ7hCiKKGCJ0e+dom+WIVLt4CM0ecGSeJcupWjZG3B3GKs1SnNjPO3etXaSzPM9hrIiklhn4LTBm2OuSiRHGoQirqXL55HVWTaYQyuzevgTUGec7L7Saj4Cib7TW8sCApdEKvhy8mfPbmVcIggVKFzcQHIUUWLZRKibRwoWxQdRp4vR7dWzuU7TqDbgtZkEm7Htlbq3DvAUTbQJUVwv4QwhQkBcIIFGlfrlcWUFWdOM0oyxqHO9v848ceZthcR1YVBBREZAwtQzNEBv0euqagOw6ZWJCHQyqGiJrlVDWVVqvFxcuX0U5biGmKLKcYgoGoWGQSZHIJSVXRiwizUiX2Aiggl2Xqc2NE6zuYpspo2MYsJNqhiD5RQ/Nj5htj/NqFc6xEQ/742iUuh0NujUK2Lm3wwH0nuLG7xedefZ37G7Oo0RB0CSPJiYOQgIyR6zPdKJML2X67zDzD1lR6rQ6R62HZOv3+Ho1qDSnPuHv3DrKkYckyRR6SIBHHAWWxIFRVfuHlc/zaV57n1Ld/iEee+RBnX3kVdIVCLaPmCe1BEz3O2d3dILTPw8QUsVEQmxWsikOhVmAggjuEoIc2MU8WgSjI5EUMmQFqyvawTXeni5o4ONP79RBaVcRXdEQnJVR1HL3EKB9gj03ghyFCTaRQNVYqdXbvtjh93zGO2iKeXCV3BTbCnH6/gyZDPyzx9Tcucf/xOVZ3dtlzI5TGFI89usLr1y9z624btBrlyXHCOOBbP/JBwr110sOLZHHO5Ss+RdRme/0mrEe4QoTcqJEOI/JrXRrHV9jZbpI1m0y862n2Rl2EzgbiMMY4cZigF1FEOdLkOMPbW7z4+nl+/er/zO/+y59DaYxz/da+SuaxRx7g8vk3mDn1GOOiQXOjjbvbJBcLrPkFvE6PuckGjelJvnTmVaanl9h2e6jLDcKNXVQyXt4UWEwzbvYjtl94ib/1nd/Jb/3+F1EVjVfPvMh7H7uXpjtCub7Bf/it3+Nvfdu38MCBv8srX/wKt12fHbdP7fRjJEIHnRZC0iGtaAiDPpe9NrYmsrHpcerIQQTVZGp8grhrcOnWKivLMxxamuLyrS61ks3axh7PnTlDY77KQ/ef4I1zL3HwxCPkik2qKHhSm36vzSD984H9/9v4K6EGKohyIS7UyUcu5YkpREPEz2yiSAdFYDIPiTUDc/kQViyzdvUy4cYFGCuwHljGO3eHSXWG3Z0bYIrQkymNTZH0BiT+kFwGMS/Ic1AREckI7xlHmq1hrm4ieWX6vW3QZdAt9MlZZFslqKsoWUK4dh0mJyjrdZyvbyD89XnyqkrvD2/jbbfBDlHGp0he74Iown0V7Jkyo909JNNGv9LFy719wbihgHBykWK6ghlXyGWRkAhdUghHASCiVWtEaYyqKaRdD8tX8AIXwyhIpyvknowY+shKjidLGMvjBL6H5UG8sUOy3sFwJgn8Pkgwlju09rYQHY18bQfn0ZMUczZeGFIoJqUgZxSG2JZJNBySN2qkeQoU1AYDHhcLfuvBQ7iDPvLkBJs7u6yMTxD1uozyAsHU8Ho9xEKi7NhoSkG7P0AtlTAGHpptc2PgE7g+hxYn0BUBOVCJMsjVBImMJEqRkSisDFPS8HsxiZ5h6Cq7a7toEw1cL2Rr5gQHtq+x6Jh80o/41e41TDVjw6yyPerxoFKmfbfJrlBw+8wNDnzoMe4xDf6lZHC04eCGLlmUkyZg22XCJKTSqLB7exOrZhEPI8q1KUbpCKVI8GOBsMgYm7DxOn2SSCYvJHxFpGGoxAOXYWmS5rDHxLhBTx/jsf/pV6kemKKXZDz6rqc4+4sfRzJMsoMHKFkGg0uXYHwSy6mwvDBPO855p5FyOdI4MluiVnL4tS9dJLhzBSEaUMwcpDZXp/vKc8iiQZolyA0d4dQcmSAz7opEI49eCJJikNOimJTRFitE/YSnnnqWc2+8ythMlc6wy4FDS9y9cYtZJceRVAxpAVnt0XcNfKCQUvRCpiLIlBsOG17AxaurTFdTxLjF7o0Ad61FZdzkqafuIw1Vvri2TWxI0O8xXp9k52u3mKRM8ahJMhJIv7rBUHAZe3aBGUNjV0ioTE9z7d8/j1XR8OamOXziIWamy9hWxpkzt4iHKkEQYMzPES7dz5ETp3nry3+EPNzm9HgJ1TIwagvcutuld+AERcPG6w0oYpVcyiBsMn3gXravXEddmiBu9zjeqPLwyYP8x//9V2DqIDQ39qPmmUmQNKhOgZhx6F33c+Plszxy+CRnX3uRY7bCxo2rxHWbSsWh32zTcGoMmk0OLM3x5tXLnDpwlK2r14m9DrYUMvrSZxgoMlW5TChHBHVA1zGqDfK8IOoOOHX6CNdbHXK5xIljR0mHEQ3P5eH7HuaVr77EFz/zG5x451/j+jDmvd/3fQRJjnDm41AucdsQ2fz5L/yFIoC/EmJwP/4T/+rHRFVFFSRKlQrt9oAGKl6rzf3f9Bg3X32ZQJIZZhB0mqgNk8zr0liapJ94sNGlqtcY9tvYtRqKYOCLEak3hByEIkcQBIRCIhUzUkfEnJvAzBWGd7cI3QxFFJhdPoiXpcTNLeLUp1ieRXzbeUxOTNO+dBnfKugRMypSCCKEMKW6NEtW5CzOLBCJCcnmLlWxjLfVBEUj7nSpHlpG1DWS2KVWn4SgIBg00WyNZK+NkKQIqgmmhSQIZL6PplvEfogiacTdLqZjIagmYbePUC8REVO3HOJRQhpkZO0hmRdAWuy3yXY9NMlkuLMDUsbk4XkSMccfjIhtG8USqTg2/bYLeU4+9EgGQ/SKhSiCEOc8aZr8s2efZtzrkigKsqIQeCOEPCWKcgZhjKgo6IpB2XIgiRAKSFIRQ1BAUSlEiW6rhaVrqBSIcYFhGsSBiyru69OLokhOjolG4qbIlolTqSIECSWjTCbITM1OcbO1wW4yonXfw/ziWzdRD9TRFY1u0yPMI86dfYOjR+/l9RvnMKenaWzvMbOzyTefPI5qVjAlC6vkECsqYZpQLtkMgwRZN0CxqdWq5HGAIKkYlSpSWjBWqWOU6mS5QEnXCVWNeOYQolrglCs01zaYsmQ205yPffFrbBkKXjAk13XmFpfYOv8mqa4gjI8zWavQb7XQKhV+7B/9bcyow7FTDzOveTz2TY/w/geOc/z+U/zac38EBBjpkMVj9yLJFoP1W+gkJLmKUrGJLQHDrtFb2yGMQ8xaBUXKicM2kiSyaCmUjSqrd+9QkhNGnQ5GEGN1R8jJfse8hcYYtSzDa+4huBnKyEWUYafVxkxyGrLE1156Ed0sUS8bLMxOU6nXwLKYOrxE9cgsl/e26XR90sEIWS8xaLlwe4/E9Rn02wQ7PpE/BKUgPTDG1p07HDv1IDs7bf7u3/kb+IJE/8Yuu5cu4yUJh+dWeO2VF4kHA4oNjxiDXDVpXrvJ8iPvwRRK3N5roVXr3LyzwcLRe1jd3iQKQ5z6DJEfUNN1EjcmH/nYqkEcelTKddauXqPXbVOt1El6HU6dXkaRC5yqynhJx2q3mRJT5N01HqxZXP/yH/DgwUVe/cyvcGKiyvqrLyMMRsQb62huj86lc4Q9l3Bnm/bVC1hhTOfONYa9dVI9wqhUGA2bpH7IygMnSFQTw7FBhNx2UJ0K/e09UtdFNk28QY+8rDE+Nctn/+OnePipJ1lcWOKVP/ojjpw6iV6bwhRlJpZWuHn9Tdwrm38hMbi/EhGAYhpFSojVKONt+6DaoCsg5RAJqIVKLBYoywskN16DlUlod/bL8RdmYG2LhlGl3R8iUKDKGlE5Q1J0spYHBUhpgVqIBGV1/x/z3ga0M9TcIs0ixDwlFURQFCCifuowg4UKWTBCdzOC5i5TJ+bYibvoI4NCFZE7Hv7NNvbiGEMzZVarIfRjNq7cgVxEcEo0lqbpLceUCoPi+hCnbrHxyjWM3CCoRkhVm8yLIIHGU++jHQUookY+CiAJybICZAnTNAnCmELUKakFbuRSmZ6gf/UORloh8Fx01SfWZHJJR09zJEmhaA6Qc5ncNHGbm+C14eFjaIvzRKMRJClmkONHI+SRiOxmpJWCtLPDUwvzfOrZ9+Ct38DWNPwopCRoFGKEJqpkqUxXz+i5PaZFEzFOEEwRWbPp7IXMlAU2U8jzHKnIKSQYN1WUQiKRDQoScj+kyGWQQVQ1EjEhUAWGck5N19HCAlGSIYjIvAh/WuT6MOWjX3kBludouiH+zducPLrAIErYO7+OFCdYp2dpbrT4+Il7+bZ33Ec2OcmXfv9rPDM/j9vcoF6tkRUpoqShSiXS1EUqVPppH7ukMwxyWr5P3TAQU4EwE6jWSojBiLtyhSuZzLWzf4yyt8t3PvsthJbNw7/wa/RVnbqZ09npwvK9PHDPCS5//g9IDYul+4+wubFO3jhMHEQMf/snsLSUH/1ff4OPPv0o5fkpRr7Hl1pD/vtf+DjttVXY22HqsW8mCKH/5suoJYjDBKoOmhiQxxFzh4+Q5QGDqEPfDVicmWe4s8Z3ve9xLu00ee72BjXHYUqMWGg0SDoelclZrre7jNkK96gRuVuwkTrULYOm22Ldi1iZO0h3dxNlaoJ2p0mcjLh44yrVyXF6zYjG5AJpIRL3B+Q7W4StDqWlWdw3N8EQUQ0LVXJx84IPvv/d/J/PPc/EE0/S3F7HsBxCUSIf7FAtN4gutfDX1qHQIRNRDtRImh0w79vPRd15lfLMMoPSSXBbMDWOpYsIo10yrcAuOzz1gf+KL1zdZXD1TbhzBUYRzEzDINqnz1ZKUJlEDiPS1Tf2c4GtPsgiyDpkMUQeiiTvy7iTQZ4hj42RBkOmp2fYXtvGDDO0+VnipIs32GP+wXezfnMVo7VGmoskUsjUo0fYmVSQUoHywgJOIVEXJNruiMTzcEyDrd6Q0VYT9rrIikKu1nHGqkR2juzmjG662JNjrJ75MnlvyIH3fTvy3AGW3vsd9DdusPb5/wDXL/6XqwP4Sxs5IEGUJvsl70kCK0uUGjXcs2+hqgZxb5fkzddAKWA4hKGPOTaJ3wtBlPDiDDIRWRHJkhw6KZngQ1EAORkSsZCDnxCsdiHKEEUBSRDJk4JUFECSEQ2HPPSwZJvOjTVIfQLDAsdip9WEfkSc+yjIBBsuk84EQ1nk0Moy7QurZJ0YcXkKY7aG2o0RhALFzxDkmLJk0LnRggIMQyHoBGTdPmgFNKZwBy5yHoOuIigKUhCgiCqh10dydBRRwqyW6V85j2hXcK+tQ5ggZSFWAbpjoesyg2ZA7CfkWoSiQDiMEEIBXBlSDXncRCwJqEMVQdFJB3sQZ6QDFyFTSTcGzMoZ//rbPsTe6y8gqRqp22es7BAMQ0xbJUtyFBHqlkqlPoO73mVucoLMktnY61Aq6xQWmF6CXq7z8luXSQKfDz71GJ1WhzRKEGURS9fRChlFk+kMXNbGEi7ubDCxsMwra9c4tniUG1eu8b6TR2HkIac2K5HAPz55iN9p32GzLVAyq1x87QKyUaPoxKi6QLgTweqAL1hbfOrsOVbuOcqc7bA22EPxPRzDIpdFLFVm2NmjXNEI3D6SbbHXHZHEOaqioKsmcRrQ6e6iqmMUnktP01iZqDN+9CR9w2bPKnEpVTBWjhMP20w7Gr3dIXkq0hkMECyDLEqYsSzaikhxYAnJT3h9o8UTxxYZ7m2Qmk+jLsyxeec2z711gSIJQQBOnSKsiMS7fczji8R6AdeuYtR0srUdTi8vkMVDOqFLwIBStUoUpsiWzBvdJgO/A2FEKOZs7K4xVbF5ffM25u4mKwvLpEHK9b0t9MwgGavRylMs1UTdHSKUdNbSENv3eOPNSywszSDrZaJMg04frRTTvr4Fe310O4IUou422CDXLBrTyzz7nmnevLnKV798BnYS4laXYm0T8b57kUUZ07cZ7TWpnV7Ejzrork6YSSS3d1DNGnERQu5z/0PHOffKRYSTBym2z8JWCS+LQA5BEgmSlE9fvsLKU9/K4O41uHt5H9i1AnZbkPsQ1aHfIW33QY0QKxXy5hCyAjmFzDRRdZFo2MdZWSYVJMJOB3t8jN5IRRifhiBB6fRQ52YYbcZQdIlLGlSrKO4Is6TTGTVxRxHMKRglk353QKRq9GOfIokxvJBOq0vec6kXKcbMPIozxuZqB8HVCfa2WVw5QDRZpj42xee/+jz3PfAgk8uHuf3iGdLH382BpSW6J59kdP3iXwh6/0pEAIIoFoooIYsiQV5gLS6SpALJMERs6GRyhplm+He3mTj6CLLms/vGRQRFJa2Y4ObgxUACeYpYqmJnAsNgxHijijsc4BUBM4eOsH31FiVVIU91ojwlVfsQS6i2BUlBFsZkcoGQZAiaQDGloy9WyKOMKEihOQJBQotlov4IzALiAmL2GUCAOF0lVyIYhuALVKYn6d/dQiwEcvYL2YTkTyZrmPOH8b0RRSmnvrJIp+OCKqPWHfKsIM0iSo0x4jc2iXstrIOz2I7B7uoWkqKi9tsEfoL8zncil3WKnV3yYUZy8ypibYq8t4tQ7AuFMaaiv+cYYVqgtl1ECsJBQBWTfnOXQi/41NPv5cNLM2zeeJMsSdAUlcBKUXKBiuQghx6JY5LIAvXAxVNt7go6i2KOnoQMVQXNH+DKdQy/j6CbdNKAsqHRdyEh557lKsFeH0lSUQ2F2A/olXJ+8NZVNj2Bm9fXEUoqnc6AimFzQEr4zhOH+K/rS9xJfX587xpvxSFvXbzL/YuHyFohl2/cJckjsBToJagxxPVp6HeY0iOOLTX4hQ98kHKSsYmAKRaUem2qtQYbgUuRpNhGFTEriFIXRZYoZwquLLEuZQRqBc3LuWEE6KpGfOsW9sIc//B3f5+sUFkYWyZTYX2wDrLNTnkKuzSG0++z1KiSDzw6OuzMO1hGjTE559RMHf9zX6Hz7FFuXV+l3w3ADUi8AHtsETfxMDvbdG930BcOEBoR8vU2ZD6f+cQvkrkBC/YYKQX/7jf+PSeOHEFNVFxdZbXVpKYILFQrtPsBeVqgajLrXo848dLWmBoAACAASURBVMm6Q0xVwa5KhMYcSXOX229d4MPPfISmn7Jp+dzYukUzKhgVGa1bdynpDtmYQjUsiNxN5qbGuXRxne/8nr/JhYsvUZ5cJJY0XvrZzyLVbA58x0Pc/NxzrJRPc+v1iziHZzErOrsXriNXqqRbPQRDRayLZP0QrTpN1OoglWfQ4hy/v8W9H3qWi2t7WH5KvLlD/N7HMF+5gacklOcmSG7vYc5M44oZkieijI3R39mk4obE03NE3S523KQ/GmKvHMdtdlAUBVWWcK9eAWSkAzWKXCXf6UDiUZtfpNvt7jsRVYcIkCWQUvR+j2zpOEm/C+11Kg8/Rn+jBdvbbzPpRIy6RPCQyExaZ7o+TiZIjC8e3adKz87TKJVRBI3d4ZAoSoi6Qz79678D2x1OffjdzN13glJpjP/E3XvF6pae932/d/W1vt72t/s+e58+50zhDGfEJpIjUqRFSrbMyAnlEklOZCdCEkkQIkgRYhi5SAA7gZ0bC5ElSHHUAkgiZdGMxCpyRE5vp8ypu9evl9Xrm4utIDcJkEA3lNfdd7GA72Lhed//82+nkwleGpDMfV64fJWGabB9sIsXS3ZmAdv/4pf++iMAgSRVM9IckDr+yQkU5/Arr5cxV7songJNi8HxMUXUQ88kWZHSrnaYzvuoiiTOc1BthG4wsyQUKj3fhSwGE44PDsDWcBMPTCBVKGkm5eUOvb0+QuYoMsfAoJCQ5efqmHDuY5QcLNvB6Armxy6OZiHrCa2LK/RefYxVaGDa50agcUJsSESqkPkZ3sBFpUyee9AEI9SRsSTVUpASfzjBEBJ7oUJSCAyhkcxdrAst0ijF1Bp4kzmGIrES8I/n+LvHKN0uuR/y9376H/Ob/9tvc+nCVe7fv3su4bQLRKlCTVhMCkm1YjGbu6DpxPMMNRekfojQVTRV4E7G1E0FfX7Kp9YrzHZvU7IETrOOTFOkoaGrBoHr0SnppBTEaY5hWKSahjseMRM5tXqF0HcxUshzD12AKiRne4/Ru4uksY5Zcjh79AhTVUnMKpZqMRHwndmMWx4cHI6ZpTmNziLR7pizOOcsHBHN3+I//fwmQWHz9uMJO7MJ169c52BnFyvL2Lq+xtH4hCeub/DonRMyN6HaP+GiCp977hpPv+8ZFvIYQybofkS9XMUqlwmFwJv7lGybsqMyDwJiQ0WqCmeaRs9QePW0z/rqdfbu7BE7kuX2IvfvvYcjJW65wbMX1mGa8Gg0QVgNVMWC8YCF9atMT47J/IJcL2FW6ywbcLDzEN8u4x4fUj0+5N3vFHAwhFRClsPEJy98DD1lw+4ykTHRNMVIFIRmc+Opp3g4niEywYefvk7LMvhv/pOfp91uc+/OPfYnc6LHA7prS7z40RdJ45D+2YDX33iXD2w+x97hNvUrN7BNgzfe/hpza4AaS37sb32eze4Fst6Uk+kDWoqNs1DmtXuvsNgtc7YzBikJA48XPvQ+TgcjtE6bP3zlJbz5APPIZ33zGtSrbFY6PHppH83e4vGbtyETFJOIs7M+aqZi9SOiXEX6BTVLMPahtGBirKxQlDfxj/YxbMEzWxd5Z2dEhKSkqsSZAovLMDvBNywyqRAkISgFWqjhT+egGbhxSF5koJkESQm0HBcDNJtkNiKROaCD1BBFiAwLVExyGRGEEUSS6toC88GUVqnE1J2Saxa2KIj6I/TCJcg90p1d6M3QpItEJU9yQkXhmef+PsuTc2WcYlmI3CIsJNv9hO2jY3Q0lFaLtVKZC06bim0QJkOe3Fpn7EacuqeEoiAVCppu0ws8BplBefkCahZzaSFm+686e78XEICiKtK+0SYNc8yDAEVCvNBEcyz0Usx00qO8tII3GqM9clE0k1SmyEIF3YY8wlByEq0Ky2vQO+Tqx5/jwUvf5fILH+LgYIe8N0TLBFE6h8USZrVMfDYCP8W50CE5DCn8CFlkSGGAKtDKkkxVab74NKmIUPZdZpMjSkYFf39IY2OdycEppDnk8jyjSFchB11qSJGgoZIUORSCQsvPfQi5ipKoSCNH5jlkDnbDJqxqlNYvE2kaeRywvHKRulnm0d4OiqGTDAdIHyrVBdzxFP3SEmkaYfiQHOxBTYdcUF5ZwMvm0Jtj6DbJoz4GKfJqG2NzFd+fYeYF8TSCkoOuZqSBx89e2uC/fv+TtIoxbgYl08ISIcKymJ+lVCoVEiPCMkuE/REoEhGH0KgzURXKUYyIM0ZhTBUNtaHgJCbTJGFvOkMrCm5eXCfwfLRcIddTvGBOzSrzO9MJv35/n9ce79Io1wjqFeIiob3rMjoeIhsCAvgvP7DK5/7OP+K33v0a+bLB7/3em0ih0r1aYfCwz6/8+I+ycbmBr3b49X/5BX7y4iI//dlPEkwjvFhSNgWBP8KpVhhNXKKFDf70ldf55JVLzKOI0WzKKM3YmQyo1Sr8+htvETgmlqYxG4SEWBTeHDUKkZUOiety9eoGWp4wOz4iVw3E0iUm85Tw+BFUKnz40hZGOuWbj++idbfQQgNDl2h6QUXREcMeR+oWxfiE8mKbuR/QaSygtU3mw322Kg0O85xpEWMDlaqFbtscn92DQuVn//ZP8alPv8jv/6+/yYXVyxwNemyUTX7w8iZ7Qcg3HuwRDHv8/R/7IV5+4x00pcKFlS5vvPs2pmWTz084HrssbT1HuWTwA598kbduvcc8OcATITvuMXgnbO+fMUjLpGlOHIwIpYPcjdBDn8JWuHj9SWav36K3f4IoFNRcoiiQComBhswBIZDkZEik4Nx/gkBfWcQZJ8xiD1ab4JdAtdCaLp//+Ef40lffZTr2WVF1zp65jPFoSJSElJbqBIMJNbvEZNDHrq2gVxsIPSOZjTFXN3AP+uQP30ZbbqFdeB4GU6K9V2gudRkfBSgaqHlMmhWgKiBT9EvXSKt1DClJ9h6DOwehACaKKSm8EaqAQoAwbYogQNgmUihocU6maJh/60e4+cILWHOP1eUFxuMxFdvB0gVCCNzJFDQVV0CaF8jBGd/5zV/lZ371d3jjsEdZAGGM06oTxzGOaRGJjN1phKFpaHHOO//kP/vrjwA00yB4NAApkAkoSDIX4lEI8hSxVMWbRpDqZIpAlcX5ezpkRQxIFpY3OTodQs0BTyHpnaOIWW+MVigkqknTrhD1XerNNtOH+6AYcL3NQmuVvUdvI6RAVXQyUhRFI3Ozc8ee7+GentBOOlBpk8Qp1E3qC4u4PReloyKlJB2OEF0HeTDHTAw8rcDQTNRUUIjinOvIVfRyg3Q6QyTn2m6LnCAKaV24jBbF+OmE0vWnSMYqU5FiGxXmgyG6L2BzGZEWaFoFUUiIQozcJCk3aTRVgsDHmw0hz6BkUlg6JUshjiXlzS7TbIZpaaRhhig7yMgnrdYR0zN+4RMfJ925j2vDcDQlMByKfEajXiWNVIZpSmJkGOEYISS5Jll0KgynIa+f9Viybej1KbXqLC008DODkeuilmscnjxELRKWl9r0ez2ur20wmniYmo3IC4Su09Q1jJ7PSqXB9jRAD3ySkzElIM3AqVX5rW8d0rO/wrcP7lK+2MLQBTLVOXt7AlFOZesJ/sXv/wb/3a/8In485d/uCH77V/4nck3FtOvE85CZNyNzTKQiyFSdqFD4N996jaP+BAOdQhhMEvc8Y2flCtkggf4RzRuXyHMBpQpxNmZp5RrDsxM26hX6h3s8f/Eqk8DjNgG5bUPZQdEVkiRh7+AMIVSsIqFcrWPZKpPJI6xKi2mqY9YF5soSSZZSW22TOxqJN2WxUaZRUnm8e4jWrp7HTQ8m5HKEuVQmPhjya7/x2/z6F/6Qf/TTP8WVS09y+JU/YeZ5tG5e44u/8/s8//T7+fY3zohQqbcW6XSWsGyV6nqD8XjM6voazrpDNgyIYpfbDx7gJz5/9OUvkNkJH/2RH+TWrRPuHboURAAsLC2jJgLac7ydHnLP5eHdASJLUAVIWaCgURQSAaQiQ1MERaEgVA0p0/OWtvx8BqQjH9+NoFHDbC5Rycc898wNDjSPlRs3UV96AEpGMJ1ijX2EF0OckOtzirMRE8Zg6OimSej5GIZBOMuorRmEfoAmIuKTA0xnhXqpxplQGZ/2QNcp8gx0C4oIDAGZJB2cwPE+SbsK3gij0iRJU9S1RapFmcn2AKe2RJrYRHhQAstpUe2uMdzeQ8gMZXDCURDxkUaJeDwkUFVOe0e8r7sAimB16wKmUWJiWwSmjhgO4Gtf44/3j8iqdZ7mHO2deD4lmVOTkEtJXVOYTeZUavX/p3H6/+v5nkAAQghpIhDCJJLnxKmmVFAUnSSbIsX5aqfWXGJGAoMeJbuJH3qoMqSQGlI1QKRQM2FzFXLJWrnF4StvnXsDogRVszDKNuFsiPHkTcxGA/edN2ESocuc1JTnH2UINjpKp4zZqDI+3Ke+scz0YQ9EDlYV0hCKDFLlPDQ+z/7v41QCmYKy7FDMIkgz1q5f5+idHRRRUCgCmUtUAQhB3lXAVdDnIU7dQX36QwirxmjvgPXNaxx8488gD1n94CeYVSLch8cwD0ErASkXP/Y824/2aS0t4GUDlCoUqUK8dwqhB2kBtTJ0KwAYlQ5pVmBFMXqQ8l80bX7uh/8G8q0/R9oWwnIomwZ5mqFpGoQJaZpjt6ucnZ2w1lliOJ6TWhbjyYzaQouDWHLnnVt8/uPPkswGWImBVisxGo1oLCyzfXJIq1HFj0AYNmowxrZt/kTr0G8vc6VTYe7PWVhaZO6FCEdFqSr84bdfZWl5E63IOTobUuyc8sOf+Cjvf+F5vvXdV1kol/7ypmlgOyp7oYdqm5Qnp3hSRXOWGcc5jqmgxhED4fAH336dt989xCzViHdewUgmJMMZYqWJk9ikVhXjiTbe4JCK3UUWsFK2kbHK7jBAqUaQF2xWyiiFT8sRdCsVMpFy6+CQQ8+iUBSurVYxyy183+Xk0X2aosHRZEDelICC0a6xvr7G6e0h/ooGp33aN68zPNyF8nm0dT1Tmc5n6FWbDadOKSp4+7hHc2uNw698idbVm4x2Bvziz/08/+y3fo3ujUs0rJhqe4HVrXV6u30OesfEIqBp1ZHCoNvuUlEV3hs8JtIUmnSYZx4vvu9ZjFySDk8JEw9ltclbb7/CZDJhKhzyUYExmxPFLuxHYBesPLHF8Xfv03xyhWkyZ7O8xtQPGJ2dcHHrKttv34NCUN0oMz+eUC1VmUdzRAxGolMAkgKJggakpkXt2iVufvx5fvYn/yGf/9xPIKstVjfW2f/qn0GWghTQXoQ0gmmMkhcUTQsMDWIdihQKCU4TTBXyiNpqi1noU0fDPRuSGxorFy+fd0EIhUKO8AZnNNQ6Uz+ltrmC53nY8xz36IBSt06omxQli7LU8LYfUN3YJBIWZgjJ/Bgylzy1yJQImAEaXHuOhRc/waWnv48Hu7u4bo+V9ia6VPGGe8RxTHjQI50MsIsIOZviFiHKyiLLK+uoVpVsYRnDscmLlCAKqK1eYNLvsbpQ59bP/MRffwQAglgBiBEoKEAqAjTbRro5utBIM8Fs2Kfx9JOESYI/8TFthyRMzj8epSDPEhS7wfLyOofjMwbe7HygpymIBEoOhaai1jo4DYfp+ARjJklIoWqjtUysThXv9pDIi5HuBF+GUNZxaiWmIqesG4RRTtmpkbgz8kJCKpGqThaBSoHdKhPpKmk0o3Nxi8HpPlEaIgsQmoAsxdBNEpmj1SpU1hykbxLs9/EUSX7nHrRaOHWD06O7kM0xtBStpnJ9ZZOHBz5h4aA6BoE75srNa2yP+0yKKUVx3sWKzNFXWlRKy6SqjmaZxHGIZpgkBcjxBBnE6LOIX/7M99F/+BZlS0WGHmbZYeJOMRVJmhqkqaTbXsB1x3RqNfwgxC6XsHSdeZET5wl6ErLYbaCYKjLP0csNdD2kXa1iGhrT6RhdpqwsbXE8C2l2V3C9Ca9NXe4rEa4X0ao7HJ/2GfdGrK053Hn4gC/ffo+l42MaSs57d/Z5obGE2+sjTk8ohwGPHh9SaTm4Zo6tmNx76w4XL26ysLBEuVbhnXdeo7AM2guL1DWVvckRD177KrpfIz7YBe+ExBugSBVO58SZQeY4JP0BZVMnzE/JZEYvUFB8kzTIuHCtTaVUwypAiAq5YXJvNqG6YJNHDeQ8xDAkpwePqW8o7Bw8pmLD0A0orSxS7ijndYO6xcl4xtLlJjgltvcGqH4ChUYl0HAHp7iioHLxMuNpjxVZ4sLyZf5i+y7+IEe9dINQKKzfWOLx9ltcuryMZyUEtiRVQt781p8iQ4WiKKCqEVjaebG9GtEUGr15QJBE9LSUwh/yJV2jWbK5VlHIjII779zCtmrozjm6pdeHSgMnEhClBFHO2e0DKATjMuBU8YceiUyhSPDUHJQMJNQshbkAV8RgcJ6aagEyPS9oClNyCaQZk3t3eMmfEOkGqzeusXfvgNl4AiUHs93GLGL0pQukWcT81nsUXkFruYuXS4gFoghRNUEYZRhLi0TeDGNpA4an6LpJPcoZZQHH8zkWdfI8x9FNCAtKS22koTD1E0SliXvaB2EgpaQYDlCdLTy3B4qNm2eUuybuvRNIMqgYMA8xl5tgN2nby7itLkkqeO31N8GfIYqQ3f2zc65n7za0qtBzoT8nne+imTaqPyDfVThqdcF0oN2F5WW4dBElj/H7BbHroxD/1Sfv9woCUIWBIiETKVKAWghURaKWKoS5Rum5m/i5h77vkRcxxdk+ioCiXAFpYMcFISnWJ76P2Eu4SJ/9/SPMU4XFzSs8Xox54soWD//kTawnbuL9xbdYymJOVxyUSxqFXoL9E4yFZZJ3Tli+vIE3cUnyDOOpFvP9U5b7G0w6AeFpAG4IaY4iJEZDkKY5uSdByQEDUZhI4aFUFYp5TqfRZjAaIxQNKVQMUyMtO1z89MfR797nnpax/IM/xPDN21hNA6tSIn/9MbW6zc5bf8Gl932Yx999G5QLKGsNlNUO2WICR/s0BibaYoPhpRyZqlhhFYWUoCLOOxSOByBVrAvL2HpMMPTQ9CYfTXP+yUefxbr7LqZTJk2ntCsGItYxVIc4jvFJKFsmwp0TKwJHb1NdW+TBweusNhoMT1Nq9SZZ1+Z4Oud5u4McDeg7gnDgU9c1tEqN02hIlYy61iAqNZkkM9abDX53Ct8Jcp67usl4MMTuXuCtB7uoZZ/R/JA7D4/p7RzwYy9cpuy02Nh4gc7qIlmjSuR7rDdKfPFr3+bU1Wnqgm7HQbctnu7aLJQbBNj43pily5f59pv36Cyu8nO/9AvEvWMIfQjl+c0xFeca9FIJQ03QbCjqdeqORRZM+cgnv595OSFOZigljdNByF4qqFZazCZTcpGgnvjku4eol7rkpomeKKSGgopGPprA5e75oHjjAPIUGpyXiB+cofoqVFS0UglRKEQ7h9iWSbhoY19YYDG0uNy9wlfeehl1xUazTWJtlVoWc+OSye3BCa0s4am1Dd7qeTgI1LKOGmTsHYwxL6wwyiIadoXJbARVCx72aeg6ajdjcbbI/eEhmSJhpUt5bYWNisqNa5t8+evfxJEaaZwwOd6HR2cI00C6koaq0bnU4mxrlQW9y9Eff4WkClq3zbJeRV7eYv/ffotf+8ef53/55pdILr+f27/zJS5+8Cbb92/R+IGLTO71uGStcuhNqeklrHnI1KwwX1hEWe1QHB5iZl3iVIOShr5eIn3jBEogynPkK/cpb3wYz7LAO4NG5Xw576bn/QKpxLZ94jCioi0hozlecIJdq+JHHggF3dVIR7sYjkMSWjQWu8znx+RZAGmKajnkuaT97DPkQqHSWARF0Ow2GRoGbqozKwQrW+scf/UNiAroP4RgygXL5YULLSK1zK3tfVYX4WTeY6FW4xNPXEb/vh/ln/7ml+iYuwxe36W2tsmsv0ezXGWh2WKa91i9ss7ZJCZ2c1a6HQYu9NUu6Z9+8d8HBAC5zJCKgkCAlAhFJSkkFcuhoRq4r91CywvSsgWbWzAand9sZAXRrBHGh7BygeVHCbOzMf6qRh6UyKVHEvRRJxkH35yxlIUEh6/jmTanogRNn2LlEuY3HpI4JZxGg0SeMD12CdoRjAKMnSaMc86W9rGtNngj7EInLKeUr26S7fTQ1YzasytMd8bok5RYOy9sLuIcodmMRyGqaZDnEUiLJC2obqxQHA64p45YXr2Oe3uPJIwR+3NKCzp9XSPJclhfZbJSA1OHhobVhiB+gFLbotDWmay7tC8tYr57gCwUInmKUy3DkY/llIiOB2jdNlHmUWg6slWhdDbiF6tNPjA+Yq/VIXJHrDcX0ITOcLRNrge4seD6lYtEUUBQW4HYp2pmeP0Drta38KKQwgIaJW4duww9EM2YBcchCafIepnAgLjT4IuvHPHJZ9/HnaMjqnlBVRacWirNZ2+yfurSWu3idCocey71hs3Vrs1+b5+v7B5x7eJHeeb9T9Kpl3l0MKSZjlmMEw56Q+4eCxzTYTkJKRUF0cmc2toaprXO0b23OWnqeIFLulJhmx5vzQPiFQvUElZWQT/uUTV0tn7is7z0xntQLWEutnDHx5QLaEyhen2T4qrJe4+OqWQVHu3uYlZqrKwsk0UBM3eAmitITYG1DrLagLMBqakiQnGOQC0V863HWOMYtWQxzkK0o4gkH0OlTv7CCuQj2hcuMzoLUNabJLaNQs6KU8MUNb79ziENcxnFULCqguOTITNT573ZHNtzqaxuckcWpLJgeWmZKx/8GK9+99s4qonqmKyGIYYaMRmFcDwHr4d9dZPELmOvVqi87LPY3aCXR2jeGY/TJv79PuXTQ9SBy/D1GWYB8adraGvPkW7vM3M9Ln3i08ROwODOq3zm576fuWbwtT/6LsKu4Y5OQJmjfOoJsr232L53DzoFcVWH+jJuT4eooH/DoVte4eToCHOjQ3KaoHtnpDsHkCqIWgOKMRQF2ZEKWQBqGWM/RoubeGYfsVpHPophmkKUUgsLZrUyTF2Wn7zG9qNvUrmSUqg680CHSovS0RmJLklrAryMxB+jry4z6VbPDxJTgZVFcqUC9QbDTgn0NYqHtzD9gv6JzWz/VdLhNubxI37kH3yU3+xNqS2u8aMfOyPV1igqK3SufIjBWYXNxre5vDrlYr7Im7cf8Wrg0r79dTbidzHtAvU5jY1FODwrU2utcm3rKV47zTnQa7izjGypwkCpYSyA5ff4q7YCf88gAHSBbdiEfnRe+qIIyMW5W0+c/1QVhbRaBzekZCj4SUrlwibu4S7LV29ysntI48lVwuU2pddvMRr04PImnJ5x5aM/wMPXvwXLqxDoVMdjYlys9S6+Nyc76p0fh60qnHiUyw283uj8D0rQKxZFlFLJykxFSiXOccsKpeevkZ30iHdOoFnHUFQ4HZGK/0vnL+EvSevzza9CuYCEgqiziLm6SOyc30JtzYJUEspzl6+7u49QFTKnhILAVDLCsxAuNzAaJWqZwuSoj6kbRKZGUWoge33Mhfr5Sm0eg25C36OtlnFP9ogdE0o210s2//zTH2EwCkjUgpJQuNyoY1kWmdTIIw9LpNRsmyJKyOZTRMXGdX0qUqKWTVIlo3TUwypX6GUB1xY6/O4XvsxHPvs3UY+PqNVq5HFCJHW++torXN9c52qrTawKvmML/ujduzzzQ3+Xa5eu8bWvf5nVlS3iyZidkccUDy045KWX36NR3+QnP/UB1jeW2L/3EKXS5VSzaTQr9O4/Znra55knn0AzDKqdMlrJ5MpTT3I67fHP/92fcbx9zNHxLomTQjhBTQViYZ1sPGblqWuEuoq3e4LIM6qllMxUmZ/NMKOcJz72Ae48fEhNKCyWTO4fHRAPBZRLgAu6TefCNVxvQn50iloopDULGYHVXSIrCrLIo2KoGEHK2tIi4+EpWaEyTWJsQ1KajDnwY5QgIJMq1EqYzSqqtAiExGnWCbZ7bDzxBIGVkx2fMev3+MilS9xcXuRRHDNUBcveKX4Q8RolXlgo0RCS7f1j7JUVht6MIC2o12rEe4dsrW6grrXYPtxlWVq87Ca80GmyUKug1xu8fe8h2+MpRZFQ13VWu2scD/YRWkphVgiO7rLZXuXBO7dgrQ0Dj+77nsaqCM7unpBECR/87Pfz4A++g3Xo4T5/lUQkRK9uo7ZqKAsZ2TRADlRYrGCEBqkVozRN7Fwnmc9IhKRz4zkGt97FFBZxoYKtwtyH9VWajsP4zTtg6Xz/E4t8/1PP89//D3+IuXqFeHoEWUidkK2VEl69wkk44af+4c/wG//zb7DegIvPvsDr86vIJOTm8T4TVfLcf/VjfPnlr6MWVY7uHkKSodsK6f57aPUKWRLzCx2FfzNZQYo5l8pTSpZk4cJlytGAF579GF+6FbBz8ojVzhlPLC8xHo9JFJtdP6OwVV5/5x4CiwvdNWRuYixfYhyFDLMKSlGi2D5As2oUxgQj2MNqbjKRNkZ2iCBlI5phtWr08pjT3/v2X38EIMQ5KRqmEYoChZSUyiX8uY+KQoFESs6rAXNJXOSEQQiqiru3A2nOdOKDIpgRs7GxwvS9bRgZVFvLzI+GnI6OoWqyuH6Bs3d2mAdz8F2EVaWkpGQXFijbVeI4x20oiDCDXKCvdkhnc3RPEmQKUzUAHDzOuQX/7n3sVgMErCxtMhqcEQtQFAWESlFkSM1A1XVKmsF8NmGua+engUwwZIK0KwghyXIf0zBhFKEWOXk2QXE6CCEo1ILyUpO6EjNfbqMUObE7QJQU/J0BamsBabhQROipIC4CGqU22SzEzRKG40M4OUFfW0KmKrlZ4Ze//hUKvcxmeZk8LTDjB7QqJs1Kh2g+Y6FiYmQxKBYXVzokh30sBDUBWqFwNp9zpb6MYdrY60vsxnPuWB2cxOH64iqTUoUgzljd2KIhBFtP3kBEMTEZX3vwCm9bkidWl3jshyw+8yF8CSTqRQAAIABJREFUN2Rp0SSwI+7duUsx8Pjcx3+ARvci9W6V4XgOehmRq9RMWKgY9COf1aUFKqsdhG7ycHBINIn4+q07vHP6Hre9jPTwFCZnVC50caMQLAupxDjLbU7mU6Smgj+BuUexUoMiZqHdolk9D4vTZEKn1mTuzomTmGazw9QLsVQVUaR4gxOi0EVRctIsxWksUbNLjNwIJQrpGCpOvc7yaoXVVp1h2+Te0QkLtVWGx2fg1Hjuxhqz0zNqtRr9ImPz8mVuvfwmq4sLnHkBKJL5+IDycp20pFFYCptXtmg5Ng/2dgnCEHtlETVKUfdOGUeQK+AZOrnQiAuNxNLxVY3uUhdPJniuB5qBnqYYpsYsjVCGAaUkIs1jLm9usHuwS2zp3Hl8D71tIsoGhpeiOiaVxQWM9YtoJgSOwFF0env7MAmR05h3vvpdgkcHMAH6x1S7HaLJlFyXGOsd0qhPtbuG3mkwurMDfkJODW8U0O3U6GUeo3EPwox4vE/92hX88RzT1AndgGlvTOvCIokFWd1ENsugx8TuDsaqg1TL3Lz4FP2jx1zaaqPOEn73O18kWdL41KdfRK80+Ma/u8v7nn6GX/pv/xXfevcl/ugbv8vpm6+ycOkFlHDMgq5y9domtwsDjYx+GPKZz32GR4+azMb3+OB6A0sX9L2YJBtz//QOldXrlAuNrLTGmZ9RtG9wNs0ZiZjQTcntZ9ENhxM3RpVwQVUwlAgLQaJIcr8HqY/aFhjdGqO0D3YFNQ1R0xCtquI0dWoy5f+1Z/f/6+z9nkAAipC6YpHlCaqlIzNJkSWoioqU5xLLQhVQgGGoCKGCphIHc3TThlKF2uoyw+2H1G5cZXbnLiw26GzdYPCN1yCPuPQPXsTPMk7/9LVzPW9VoVGqMLk7QL+sYpRq58meUoVJiC0FoWGgbnXJH59ixRqRBvbTy2SPImQR022opPOYtFJiMjqhXl8hjQr8yQCdHCE1hJCk5Sqt9jKD/UdgpDz/Y/8xr7/0MqWuhr+3C6srULawHZP8L2OKnZIFMiZUCqSh0m61CNKQoD9GcWoUcXSeu6ObpNuj87IcW2KtdIjPQuQ4QDQrSD+BwkOTFiurF5lbKZM/f5Xahz7NzPKgqfN5rcs3b91n48YNnrm4yvZ7O9hWFUspOJkMGfsp32fB5y42WS0CgrTgZOBSKTncG485TsFXLaIoYmyaHM+mPH3zIq8rAfuHU+xahZQx4XCKo9qYDQujpTIfuySuSaPaQU9TKJf4zPtuos58JjEoJYNls4Rl2DwanrDUXiSP5xi6xaXlNSqazlJ3hZ3+Mf/5v/yniGodp1ZjeHZKqdUhTU5IRY1KHvKBps7i+mW+sTcgyCLGu49BN7E7XaLAZ3mhBhn0ooCLa6sMe0eIko2Vq3jTCZ5MMY0Sm50l7nznJUS5wkKpQatWRVFTTkYDRLlOrd5GTzParQbHJ3tc6S4zT+HBYMDN5VVMVeG93jGGpjL2AoRhsW612Z48oFVuQ5Zitxc4HU348JUL9HcfI/Q6iSKpVkq0yg0eeGOOXZ+6btNuNMm8PkutJq/t9tBLJRx3hF+oeKZKPB6j11pkSYSjGfhBdL5KJKciBVqWUBaSoVNmo1HGPRtTKpvM8wCnfYGD3SOKfIQqFNJZCAhEqUxNKExPTmEaQn8CG1VEu0RXKXF2+xFqrEEuePKzH2R7dIYb+hAr3Lh0leG0j5sJKprOZsuh5/rM53NmQUzJbBMc9tCLkKikY9tlitMRYRiidxYoemPymUt1ocN8NIMgQ2lUKBop9vI6apRQXrBwyUh9wdpyh4vdi9x+6SUqSxVmFggMNpc3mB4fsWVWCPOCk3mG2z/ip198P5PJjIepxXjo8h/++Cf52r2/4P/4s5cQsszSzXUGkYOFzaVGDT2c4ys5tmbRqS/jmRXeOx2i5xBIlfT0lFivUGQautRIR330VpVUFWy1KtQIsWpzjoZHLOgqPW/KjcuXUeYhEQoPZgNmswlZkJArBo6mMdcMLOecKwp//5W//ggAoaDqCio6UZxhlRySoDjXEIsCKSRCCiQSQzXxgxipgi4FaZaBkTMdnUAUM7vzENUyyccDrAsZiBj0lCJQ6Q16rNzY5PjN2xhXrmDYFtwZkOYpyjwBP0HYZRTFoCiAOCZ/dAyZJBESCoPwvVOIQciMUZgic43OwiKeUyeezknic2FzhkQjRxEqReQyOH4IHQ10jdf/4H9HNLv4h2eg6JBpgEqeS/Ikg7KKpkjmL9+Fy130zWWGu8dY9QpYgqI3ACGpN1aZ3N8BFNL+kOqlq/hTD8O2yS2QRYKxVCfc98nCnP29E8RGE8oWmq0CJRzV4Iff/wShOyVTcpYMFau7CIpCueowjEOu1sv8/M0VWvNHtNCZRbBWsbD1jAudBfbCglq9w1azxUtpyL/6828wyEOm0ZAiczEMnf5khFIrUa1WmHlD0ts90sGMhY0r2MKmXYGDxOOVewn2dIJqmtztT9i6cg01SvGlZGAITh6/Q67ZFG++S9OqULEUHu0+INQAPSHoHaCXSoS46I6J9HLSNKO+fonXtx+gNdaIzlxEexkchzAJsCyNMBcgUxTLYJLGjOceTi5JLRut0yWbzFmoVPFdD3VxmVqthJflmJbBcqXBpXaHcRASTYcsVisoUcTW8gJapcHb9x6gmSrHoc84DjFMk0quYNoFszSgjM/m2ioKZeI45nQyw27WeDw6JVIKMhIURcHRNHaOT5iUdbwww/eHDL0ZWpazfdQnzE20UBJpCtEsINMSCFPS4AhqZXTVgCQGQ8cwSyTTHisXNznc6xHlgvu7e7RaywRJhKapDMYjsiyB2RyqFUhS6pUy07TANHVUQyXvD2lULCYyoLlymdHjHkvXtjg9PGZx7SJTx8DtA1YTlISprTH1VNbqdZI4ZaCaJFpEkEvUSgXNtKiut7i4ucrx8RnHb97FblUgk1Q1ndH8PNzRsBRMRyWbSYqeD2iE413KnRZjIpyFJv7hIaEuubd7yOLFa1Q6VRqjHvXmAn6WYJVL+EWVLI64rk2IazW2H5wSKgVKp4bTUNjx5hy5CR/75N/k9b94mYnvk84ETzzdoWa06J9W6GcZs7M5Rs8k1nOyIw+z00HUYzLdwk4GiCzihesbGFer3Dk7obGyhun3aTkqrzx4SG6aqAga9UVu7x6gC5Vyqcp8PqecqiwtbtDLAhzH5kqrRJLqHEwiwr/q6P1eQACKokjZbYDvgZuAUIEcyzSIkhRVKFCcOwdlUSBQkYqKSk6Gcs70E6MbDun8vCSFDz9JK9QYvfkWeqtMOsxAFecFlVFCdf0m8/v3WSp1CG9aRI9dsoFP5kaYi2XSNMUMMqrVKoPREJELFKmAqpEXBUJo5K061B2MaEZyMkCTJoosSOrQun6R0aMxiIT2zWuIQjIITsBSaScOwzffg8XauZstyKmtNZklE+yL1wlfepna+iqzQkGpt5BhQMkyCYOMUrmMTCL8sz4FGbXNdYJeRAnJdHaM2l3C6dRAz/B35hSJoLtYozcfsPr0+zl65y7sHKKvLFN6+jLT6Yz/aGWVz/ztv8MPf/YT1HBRIx80g1jVMeeCV/71v+Ypd4ciTxClCuF0itBUhKlz1hthlOvEVglfy/nDeMY/+8Ifs/bkkwT9A/7u3/sP+NY3vslsbuBmOeVmwYWlLhvdLWIl5cTzMdQyh4NjKqUKWVywvrJIfzxgr3fCp178EG++9iYnkYYXpeRBQKvTZXR2htJo4OiCyPMpFwKlyLn+zDPcvfcIb/+YbKOJoVXRigQ1S4hzQVp4CDJkIJBhiLGyQoqGWiRks8l5XlMmQJG0FxoMT04xUEhGQ0S7hWIYGNU6eZGSDEfojQpGqcRWd43h2Q7tlTajszlR4BKFOUa9yXTqUqqU8aM5QlFYrJVJVGgIm7Jh8Y47o+T5BDJDZhLyArXiUCqVyC0HX9VgNuHHn3uK2J/zlUdHUAi83gAhVKSuYdTKJEmAkkJxNkNoOvZClchzaZRqSMUkL+vMpsNzrq0/xOq2iNwpTmuRbOBitE28wRTbqJDIGJF6CEVF2mWyyYi2AsPRmHq1ydSKeeLyNcL9E1oXutztnaLnCit5Ss3U2UfjLJNYRU4kc9qFwzyYE5uSqmqxoRRoSkat1EICnc0LvPtwh53pgDzPaFbazPoT8jyDikPZsUgPzojf6J9n+x8MUXSNIogpOWV83wMd7KUysmaRNBWefN913n3vMfWFBlslg9x1ics1glgQzjxqCwsc9Tyu1htojoPnnXdiq6QMU4+RPyfyAmzFIDd1vDigrkv6XsL64gIHpyGqvoRTqCSkVJe6dBwDaeQIU+eCmnNU5KzYOSudCkfb7xHnGW/vjyjZDu2GjS+V89iQIGD9+afI05TZeMooTPCkjjuaYJCQJT5qkmI1qrSnU2qLS+yFAb1f/fcBAUjJ+toap6fHEE2QKRQIsjRFQyPPU4SiINApiEEUyEKQc04QEyWgayxvbrB/7w6lpRX8uU+ammjSJB15GIVCgU5bb3I2OqXb6DAvj5j2TwjfkeALSLW/XDvlFEVGnGb0ZlPIJYZQSMhAK1CS80NAt21U3UTNdRJDQUaSTBbUF5YZ9YZs3XyGJJtzNDwGqcNwhvP0RYa9A5S1FupKgyxKkYenxJShXkHmMZc+9jEev/s21uIGyTRBuhM8R0WJNOJIISlcZJRhqTrx6ZR0d8jMMKGpouYJ7s4JkOPoVaLpjFE1gmTG+OwIipDm5gXG/WOmrs365as0Ous8ODxi7e493n9lmTyaE5llSlqNP/0ff5ml+ZDtcEal2sIxMyZhxHJrCTeKSSpdslKds8UOL/cPeTNIcFqLHPXmPHttg3d3H3MymfLRZ/8GkzRlWvQwahXePtsntTRSX+IgOQhCarnCWnOB2w93mGUBQRzz8re+w2A4Zp5qoIBilxkdHoBIKMIIb67BNGI6HEOWcC9WmO4fYDfrZIFPMh+SlWwKN0aUaugayEJipgU5CvF4jF1vEbhDiGOKEEzTIfanDLMQZi45ArRz/1GRCZKZx/9J3ZsGWZLd132/XF++fPteVa/2rZfqvXt6VmBmsBADEKRJEXTA3ARTJBVW2LIdCoVFMYIB6oMpRShClCybFkUFRYogCUkENxDAAIPBMsD09PT0Nr13VXXXXm9fc1/9oeaD7LActhF2UPktl5s3IyPyf/Pcc8854dBAz2lYjQP0+SUCa4TiuXidMbP5IkJa5d79x2Q0mcAYEYyGILi8/NwL3NvfphvbZH2T1dWz3NrfRdBUJMdF13QCXySnpWjv7lGqz2J7fZK+x9WrV8iWcoTdHnanQyKdRxBFPM9GtCISWoLYdEgEMB50sTISRDDq9vFbDdRqGT2bwxr0EdMJMloCx9SwGh3YOyQRTcJeE3FGQxPAbPcgjpAKAuz0GAiA7zJ0OqQWqzx5uM7CynHaEYS2wGShQA2T2azOxs1HxCOfpRNzOKFPLqlwa7PFyok6WXxWKhOU9QSXjy/w5W9+l8C3SYzb1CWBnUYP21dI6hJKIY/TN6jmcoSraXYeGXhmF5QQVYqI8iLmyCA/nWEwHvPxT1zicNTFLyWJ8FiamyROapTSMalKikEix153RD+MUMUAjQZaOsm6ZaEmRMbjLklBJJJFJidztB63mMjVOXAt9ARMZ3PYos3A9EnkMvixTTWTplDOYwVt9Chg3zLpdiwSkUQjjLk7bJHOZpiqzVIo1tFrSbIZnbFlEksqohgxtzLN+u3bRJ6LNx5ALKGqBVKOR6REKIqAnkoyHhrYok5OzyKa5g9cev9KBML82q/92ue9/gB/YBMiEYkBsQhHEdghogBiJAIxMdERB3D0WR4JvYgQA59Bt4O4MougqYSPtpjUkvT7PWQpQRCHRBLYfQ/Nl6FSwRRj9MMWkamCHyIJMaIckVHSCE6I73mIEUiSdBQnqckQhMhxiCwGCIMhcXuAM3LR0jlC2wBibNsG26d/eIBx2CGbk0j6Dt5OH+9JA62YxQ98lHIZPZ1F1lJEmTSTZOnfXKcnWailAu7VR0eS+ckMaUUjZVkU5iYY3n4fJIGg1yfo9SG0ITQBkXDYQ9gxyY2ziHEPJx4RVfMsTK/RvnqXxNwEhmyTWp5HyCgEgy7/zQ+/ys989rPs3dvk2Mw0YqrCW2+8ze/9/V/lszlIWUPk2hymEJKSBWozi9zsdHDyOu+5Fu+nZP7x1Te53dgiP10FOeLFuRX0+QI77RGhmCbUU9ze3UQslNkfWrRFgbbpM9jt0dzcREmpyJk0T7cbDA73EYggkaXdtYklnTAQ0QpZ/P37JNQE4dBFERJEj9qkhxFpyWd1bZXR+kNeOL3ExnCL2ArRDJOgN0JLighuF8mxSYYSXgzpqRq2MyQ2ukT2AFybbH0ayzNJqDGyKqHU55k9fpx+q0laiClm07i7u8zUJnBll8AxeTafwdx7zOrkNBOInK0mSVoOE+KQC6urDAWR6mSOU9OTNNstDuOQhCDj7m6T1mJSgYGtxcQGGHceoo2GdPe3WTy5gBJaaM6Ii6dXeH93j6GgYe0/5eTiEm1rSDErYzeahLFAxhrh7x9y/qWPkkon6fQaiIbHX/vpH+dzf+dz3PjyV/nUqx/nzt5Dzl08yeZ3vweWQa4+j+vY5AKwXAt5JsdMuYis6pj9PvHTLVJqCtF0oWUSiQ6z1TrFqTr7SogUhQzbHUaigNNv8fyZFe69d4tPfuLTTEQmuVaPXqvP6vQEH65nWatlWJuZRTFNkhIogoChyIitfT757AvomQrJMGC5VMRsN6mrEtnOAUu1MlujPmHZ48xPPs+xZxb46Z/7LPtyj4985iXOXV4lM1+i4RyyeOocjYHPSytzFOKQhpzl1kGfS7kKFQT2RYt0JsHFyTpiPsucOObi0gyS72C4Y/RykcHeNs+cPUbPd8iqEtO6Qn56geV8icGgfZRH4JuISZd+v0VNL5NJF/A9idliHdvscG5+ltJUlWIqTb/VZ2Nrg3RGotM4QBXTuN02bhTQcEJ0X2UmLnJm4TjHaqvMuTrHC3lOV1eY0SZwAxM9DHGJ2T9s4o58vEftHygQ5q8EAogBMa2iJ0S8IESvFBgcNpH0FCEekeEhexKRICAQIsQfLKL5oLEoCERyTKZeYWyEuM0DElKGXmdITEwQ+EiiTEgMYUAsSvQdk1J9guj+I0IpRhGTuK5FKqkz7A+OxhVAVCICN0IUj16VEkIkSkRRhCBEIASIEQRDA8QYJSGjlrMo2RS9ZgM9TDDcaFCqV4kUIJ1AUmQwHIKHByTLRWzTxG/7NDo2wtglFh28ZJJkRkOspjEjiXRxkvFghOwFIMooYYyvCaRqefL5PPs7B5QmpzF39hDwMNw2cTdCyiqErTFuOAAiImvA3OkTbL//mOLCDOLIYL81wBdkdtvb/Osv3OT4ynH+8B/9Qz4xVSMty4STCzyyXYoLE3QbHiPf4brXx7dF3ursM7I7jEKT1154nhutDtnlFaZil8cGdJodevtdIq1ANlVg7/EeejpHrEDs++ilLOPYQRiDgIngWuTSOYzBGBkXTANPlBA0jbSWJNAqeGYAIwM/EJAUnTD0WDx7klwuw+lP5PC9EfW2jpabZ/39m4iKirO9R2U2Q6U+TatnY4oiQjJE6ERIJPFVoNsmTI+h16O8dpLG7g4MLVrWAbLlUUjJyKrAL/7Uj/G1K+8y2mogjkdc+thL9GpZ4mKV8nSZSIx4vN1gbqJObfkYVtMkUUgyEiNG3YC8quG6DunaBGq5Rs8YYrg2UrbIyZcvc0IMOXA8bhsjKoUixsjg3bv38Xsj/J0e5y+tksmVuL/3lOXZ48SNAX4yyYtn5jF6PfYVj/XGDi8fP02ra/D6m9/lxuZ9zEqFncCmOlnGHRqkszkMx0YKTUAgM1Wm7fWxB32ejAz8oYFeyCKMx2RVn+NLx3ly/zH1156nujCDkykyXr+PHhpIWQVZFpADFzmZoevGdIZdjtenOXnyDIlrt5mcyFMrabTbXezAw4wDhEyd2UydnXtXcaIYOZnG691n/eb7XDh5nGIiQ3ZyisWwS1nxiZ+9xEOxxU7HoXRsha/duc6WY5No9Ol1WuRKRQI/yffev0eQKvLm0wPsfgc1V8X2BMaBTzQeMZ1Mo+dLlDMVttstcvOr2JGI4ITMlyq4lSLFlEYUhqRzWZZn57HaXe51DzEPW0zoKfzAQRZcKmqBTLZGpVrFcjz8ZoOhEBK5Ftd2rlJaPU5vv4Hqu5SkkJP5OoE8Rcvso1Yz+L7PVLnKxvYGsRLiqTXIZPEEHde16TpDdvb2iGOLVFZm0GshiCqaAuMfsPb+leAAJEmOoxmdlKxhbrVB4aj4jyyEpEjsRYiBTIyP+IHpfhgeka2yKBFFEKU08nPTDPb3mDh9lsbV24hRQBx5CIKAJMhHjiPhUZKyXy4y8+xl2n/5VRwZskvLCF7IcHsHSQApoePZJkhH8/0EMUJCIl+ep9/YJw68I18glSOfcCcEISK1OkE0lWV5bokHf/kWQeTAdIZErOEaPpOn5mk+ahNtj9AjA1+I8UWZWqHAsNVBlDVS56fJHqvgRw47b90ll5tj2D+keHyO3tUnZAs60+Uy92/dOxKr9McgAkkNNAk+SEGjmIG0TqFss3buDFfX9zl57jh6KNPc7zDsNTk9t8jpS68xOT3N2Gnz7HPnePMrX+bTr7xK2O9TzpT5t3/4R1x/79to5SKh4zNzbJb3+l0GnkSmWkAWjzJ299ttbEEiEQZ85FgVMYp541ET14nICRKzM0tsbB4yGo2AmGA8Qpsr4AgejDwKapZ0PGQ8HjHQUiBG1CIPe2RBUubi6iLX7zUYmTa1qo5ndvGqU5iRwMWlFXbWHzBTEJicKPON7zzCGwxIT1RJlQssry4xVy5x/8E6++MRg1GPWjqJPwxBVGjubjO9sIrRPkBLZ0nqaXKJmE63z6WXXmZsGLSNNo1uD8eyUHJpnj15mdAZcHj4ANFXuPPePc69+hzXdxvIgYRs2WQUhXa/f6QbUD1mFpbxHZdkQWN7Y4c4TnDyw88w7PXJihrdw0PmJYXOzj5SvoyuZ1lM6EzVyrzf2GO33WW1lMNxHA47XVKqghI6bO3tIyey9B2TsJxGIslifZLaiRX2NnaZzBS4bw0ZEqLZPplEEm8wxOp0kfSjHOrpQMEe9dgadnAdn5PFIrqW4exzP8TI6rOyuMTdB1tcu/M251fn2DzoMD07g9vZxzMs9hpb/Prf+1t0xz73PYGDfpPlnMqwdcBhy8botvnYpdOEWoZ/8frXOXfqNFiwvrtDtSTjWiY/+cM/Qmcw4sr9dTq9AR3bJ1PMkzf6TOWL3NofIHgezR0HQYuI1YDS7HGmshoNo4cdiLy8Ose19Vu0HB/aYxKByEePz1GtTVKeOonr2mx0n9Aa9NGVFPXpKjfv3mD59ElMxySdSmJaHkavx2QuR7PXYTZXBs9Dmy2SVUvsPN1iGHs0RwbHJ2epFHR2ei2GRsiRWXqArNZJJCOSpSLrjzbIJWQ832Ew9pAUBTdoMx72UcQjfU19oUSj16MwMUO/26OaTmMMhrRMHyWXJSnFWMMuyUyGOApRQof+Fxv/6XMAURQhI2AaBgJHdTUcOiQkHSlwCRMqnhQhBoB/ZB0lCAIAYRwd8QCugNszqD27RmPYRQ4dYkJiEWIEgg/+/GNEVEHBtz00WSEEdEFkNDLBMUGMEOMEnhOQyReRIhiMOggiKCTojXzEMEJSZJQIHNenfvkCe4+eQrfL0vlTvL/3kAf37xP0TJhOkztTw1rvw96Yw4NdRF8DK8IpSUSuC25Ms9tBiEPSKZV2+ynu8xXsrQ4IAm7nALSQ1ZNLjAZw/95tjn38Be7fWIemy1Ilyc/+9f+SP7pzn3bQwrj7lJPVNXaKY7RKgeUViWI6x4KaQK0WsNsDTp85TqVwjmhsE8YBt65fQ68V+c7tB3x1fZ3vNPapTM0iRwmWz5wgYW2jV2doNx5Qe+kZOn/6VVK6wMHj+/zIJz/FH7/5FmZCZzqZQOi1COUSBXWPQbsHTszJ1Xksy6S3ewB4IMvQcwiSFtpUBicxZhS4LOXzrM5U+HajQWh5iFHIqy++SKezx/PHZ/neN9+DVInmcMCrl1a5FYQIUp7r33oTEiLWWCCMVLSlWWb0ReqZHEMBHvb7dPoO7lgknZsgcBxmStMUZlOEhGgrc+z1R8xWV9FlFUyXdFLk+efP0HQFbj3aY23tBAPXZ6QWqFQy3G8doKdUDt0Y0bb5mz/zN3myuUneUlAVmYnpaXYf3+Xlsxe4+3QbtVpjb3uXyx9+CWvcoVzJMzR8vL1d9p7usJyv01zfQVs+ydL8SWqyyuLSMSbMEYvTM9w8PGSgymSjJDPJHB+6uIKQ1rl2822OX7iIFVQRMiluPf42opZCKiQx3REz2QTHiykMs8e64TDyRZJJifbduxArFJdn6Y37vJhZIbc6g3C4jmq4nMkXqNWX2dg32Oh1ub3bRRdTHHRdfqkww2yk87Dd55UTl+g/WGftRInBYIgzjrh+5z52TiJuulys13nH6FOpLZLNFLnfadJ2Yr5x7S7s71O7dImb7T5nKjpX3/kenVjj8XhA33eRNY2SFHB3Y5e7oy2o5OHuARTKpEWozh9HitPoh4esZDUeDcYUw4hkfww9n1fqVS5PHadWUnGiCHPPw1c0pEiipKfJpyqk0fjR+Vlats0DY4TTbXN5apVCUUVUY04cO0G6a6Ank/ScAG1gIKYzWK6DVi9z4BoIEfhJHdPxScQJhqMuqqZQTYpsPrpOo9eiOD1HpVjgye41aicWGB8MSSVkWu0RTFR5stNFL5TpD4d4oz5pYUBNiyhFWbYO2+ROVtBC9Qg9h/FRhO0PuP2VQABqLhPPXj7N5o0bKJGEbztH6tkQhOg96ymwAAAgAElEQVRIBhzLEelSBqM9RhQ+sHAVj55dCGDlsz/GnmFgffP6UaCGYEIoIAXRkb00ApKkEoU+EBElkuTOnGK4/gBt4OAs18F2oTdGdC0iJUJIpYnH5pFFrB8h+h9MO81ME3dbSJaHIAOLawR7+8juiMzSJGotS/fpE6RiHvdRk5nLp9m9dYfly8+wsbPB5fPneffGDRY/9jwHT3aR95uESQVvHJCIBOwCPPvyZcx2j6XFE3z59/+Yqckaqx89x3QQ0Wn0wIv45Ec+ge37fOvaVQzbYvH0MdzI4C+//TqlygSnJqdJ5RLcPBzStzxsZ4wayzw/N0+1rNOLbRw35tFhkxMry9y79ZRErsRO6ykJL2bU7PCZv/EZ3r7+Dm4vIpZ8jFGbM8dOcO3KNc4/+ywbT7ap1+dobezS3T8gN5lESkqcnZnhW1dugFzgxNwaD+4/OHqPTgSRByUoJou4BzJSskBaH1PNzHLr3S+z8sIzrL9xjTd/73/iH/6Lf8mJT/4oX/z2nzLqmmgz82QjaBhjHNOiWsxS01J0bJ9sLkXLPCSUFaQOjONDFhZeYGAZJBhQSKU4tIYMOl0+dOwCQ3xCOaKoJBiPhxTSOqmkxtbGOsfWznDt7iNmJiew+y0K2Rzl0iRiFLPTa/Hg9mN+7Px5hvu7TE0f47Bn8fRpk5npKepTFW69d42f+tHX+PI336A0O0uv0aIwOcPDg0OSakw0GnBy7SKvf/1bfOaVDzEyLS48d4G7jzfoHLYxHZvv3nvE8vIyo0GH1sjkP3v1FTTXQEroSEHAu3fvMDk/Szkpo0oqO80uJ1cWyUUB5VqVt+/eo5RN4wQKX3v7Ch/76IdJhT4Pb9xhenmOUImREHj68AlrJ4/xpDGgb404vTxHc7dNZm6JP/nan/HDrzwPrkMhX6Y/GIEiIdg25UqVraeHlLMZjp2bYWAOiWWdWJG4deW7fOjiBf7VF77AJz79Gnfe2+Thzh5uRkbyAn7iwoss1us82ttke9xlauk4p+eX2dzdxpAiWq02CCmu3L2P6ptkPItY1llZuUBWiXn7+lWkZILJ+SqGbSDlS3iuwfx0iUZ7wNrsPMnAQtILSIqCObRxAgtbcBBEkVI2RU5RyCcTdByHXKWAMxxQkGVENYGtiYSSzOOGhUnA9u42URhjeB5eJFARA6aqFYI4ItIUYgH63Q4TxTxXr79HrlSh1+txcnGS9a0hCTlkpqaxs9eiVJ4kjgP0TBlzOCYZm+iaQBAmaVh9FiszCMDQNdnZ3qdUmyCpqTjNDmPXxk3reKZLQhIZf+nwB0IAfyVI4F/9lV/5/KDXB88DQUZJyoTpEPwYKZZQ9ARhECDG4tGffBAhTJRJz9Tw+gMAtOVj9PablDIKdvMQciJKSkcwXUQBYlSiWEKQRKIYkARc2wB80naMc26e9PIC3mCMpAtESoCk68SWjTpXJbRM9EghjiLCagXKAtmsjz2OmDh5EUVX4aCH3XUprs0gTiYY390BDRRRw+6MCVLgOl0ShRR9Z0AoBpibO2jlMul0muREicRMDTF2OL06x/3ONtpkldXpKYo5jcmJKdJakk4ux8b2LqJl8u7d29SnaywszfLUGzD0xrT2dqlNTdHut3FVib0nTQInYGmqwv61G1yaX8ETXXrSiF5rwNAXiWyPhKSx2WzieGMSoY8a+uxEJr7tYly9h5CQMQmp1qcZdrtkcxnCfIqxOcbdbyO6JtNJn6wQMdTLuLaJF+hEYx97feNIgCSq6MkEvtEhlEScnT6JWEIPTT56+UWuXXuH6uw8wrjHP/hbv8BffOVNXv/eNeQIqkqN3Y02dmuI2+yCniGwxpw4vsDB9hbeQZNaPklChJOZKRJBhJap0TrY59KpeXzXobu/x0qxymR9jkOjz0S5SNITqC8vIGkqencEIxc1U8AbOixUypRqJRpGj4SWxjIDxMBmZXaBYL/Hk8c7kMoQhwGHm/v0TZswFWLYIyrFEiMhYKfRQxUS7DV2uHf3Liem5nEsA7VSPpqX7o2IvTEbgyE3bt/lzMQsWVmhXq9Q1hPU0xnOLs8TiQrr+21OLx1DiSJgiBPCwvIFRqM2iq4yObvMzTs36Zkmve0WxWyJL/zbP+SFFy7x5P4dXjh/keFggKgq+LbL3sYWx5ZWkFNldrc3ee6Zs+QSGka7TyapYY8HrC1Mk08kEXUdNZchnUqjYSMJEYlYIa+nIJlh5CUIUlPsdkbkxZCcIDGVLFDLT2HtN3jmxEnOL6/y0TNnqaTLWF6EpgWYvSZ7ahWcGE2R2DOHGGMXVZIoVktMpVPUrAHLs5Os92zWnjmPXk2yfGIayeywMFHGsvrYVo8Tp04wNT1DQpexAhtR8tne30KIbfKqRymrs7iyiiBGpKSIpKihaGn29h+T1JOEWg4jFtgzOvRFiStbBwhplcb2JvOVKqv5HAeuQRB6yEmVgWnQG/UY9gYMumOc2EeTIkTbpVQsMzFRYntnG12XUdMJYklA9HxcP6QzGJFPCmihg6LpiPFRII2aTdFzbUIvIC1Czwtp2R4EPq6s4rn+0Uo2WcB9YPxAJPBfCQQgFLMxkgjukHQ5j7E7QC9lsUwLPcwQRg6Bb6NEKvVLxzls72A1hyh6Dak3whEDqn/752htbcON29Dtkpk9ibmzizyZJp4q4b/7kHSoYkTCUSh7NMaWErB8AbbehTNn0OYLBLGBHKVJOzad999GL+URFZ1wbGJ3ZZSlFP71HVZ/6kVYSLP71fexNw45/iPP8fAL75CupzEqIqovkS0mcQMfM1CYKxeZ1GOUTAY79EllM7Q8KGUKHHYaTExOMvBMhq6BpOc5bLbA89ATaWzXQU8lmdSqtAcdzNjADRR0NYcYW6gSOGOfQvloOqOUznL3vZt8+NXLlObXuHvj28SBTzkzy3jY5mC8SyWTpfVgnTBbwQoUfClmbnWOpw8fksxWsB0LpBD0CGkUc8adwotiNg+2ELIKwUwaORagZ2H7Np/6a58j7LtIukOYTGC0ytzZ+y6jx3eQZB+t55BqW1QV+OiP/zi/+cWvksxlSOl5pstz2OGYn/7Mj/L7/+4b3H14n/OXVvid3/ld/tk//1/417/3uySlDG6vw8XzS+z2PU4tzRG2dikvrSJnNHKqyeT8cd64u0F5usCDgwccm38BfbdDOqfzzvo9fOuoXewZOKZFnMqxNjPL8PFjXn9wnR96Zhkvd4Zua8hS2sFy4FR9lVw2wfaogxsm0L2IbUWm2Rpy6tgc4bhJW3fYFQTiwyFnCpM4fki6kOUvv3GVxVOn0Bw4e2yV60/e46Vzl2jf3SM1P8tb3/w6vc0nfOJz/zm1yOS3v36b5YV55tIqpu2T1CI82yJSChw+fUw5kyFTqnOzc5dcpshUbo6CkuA73/k6p86eISurGLHLvcCmnClSkgWUKGIiXUQVBTxrRGMwRlOTpKWI+7t7JPIV0jj4msig3eP2tXf5kU9/GpEkE+kUnVaL8swiY9NAdHwSokLLb6HUahw+fsLlldM86XQZGl2KCYn1G3c4f+EZmkFIslSkj0BOkEAWEFM6e+t30cUYrbpAw3LpWU3KGZ3O+vvYTsxUuUSxkMb2YrJyAlWT2A9DasuziHh8b+8JdAZMTNXI6imMdpOeZ9FDpBYr1BuPECSL4uJZElKBeqWI67p4/pjh0CSh6nSGLcRUESVT5HDUQRZEdu0eseshuyF6LsWDziF9w8Hd3uTymVX2BR3X9vhEMeIgUNnxY3qmia5JTFcnsAOJWzfvMztZQBcCtESKkTEmkJNk5Qbzswtsrg8ZmB5OPklSEXjxxBxXbt9ipOaIIlBdi7SokMro9HtDEkoKw3cZCwFqCGlEYkUCKY3hjJCFmOG/efqfPgL4tX/0P35ePrtCbbbOuNsnCgTCvokYRHhxTBiGxEQEckR/2Ccs5pHMiMDsESR90EJSixOYUZ9yNoU16OF1AmLLQSjnidJJ4sMGousTiCokYwLxAwJ3tQxCQDKbw5VtIs0nOOhiNRosXpwi0GBoRgROSGFiBjUXkleybD+6Q7WWorG5yfIPnUPRJdp39/E0j+WVKY5VJ+kFDoKikj+zgu+NWFua580b7/Hh889w7a3vU33pJUaeTaiI9GMfM3Bp7h7SHXsEskLQ7lGsTtDrDbDDiFa3jWmMCX2fwPFAlbDGAyxEnFhEVmVGvoEVeCiKRhD53Lx9l8D3ME2LZreDLys0BwPi0GeqUGM4Dokj8AYGsRcTDy3ikUNoBuAEzNcrSH5Es9Fn/9FdAt8l8EMi3yPojgn2e+DJGLHGrSvXGFkWW1t7tB/vIidD/O4+CdEnk8ry13/6F0mnyvz3v/Kr/P4f/CH1iQr5cpG99iGeJKNIHg+3tzl/4RKNQYev37zK17/xNZ4/fY7It1k6VucjHz9HqVokKQlcunicbKVA4HssT9fpDQ3W+wNsfDb2n2C3uszUJ9gZHKAkZIqpEqVKCc8d8sxcnWFjn7XTJ7CcIbm0yLmpLENJZ7vXplxL4+NxslphupLjzsP7iJkiBBFdd4AsKYyHTXy3yfZ4l2/fvI2erBCZLpHl4TguxtBgea7O1770JUq5DF//3jfwfY9srspv/va/5LUXn0cJQoKUSnM45sqdR8iiiO8HPDpsYgkChWqZN775Pc5ffomkCJVsmr3BAYEb0DnsIYQ2F04sEfg+e60WjmPS3n1CIoIgNOh3e6T1Ap7tIrk+uqbj2C5JUaRjWEjpNLEbUCmm0LQUqpKgnC+Qy2ZwwpCknqIzGpFMpVGiGE0SESWRkS8wHpgkJZ1AlNDSErFn8PylUyiCiKgmaXebfPfOVTKFPI1Oh4NOm2RaIxRC3tlcx5ZjAnOI77rUJ9KkigVsOYa0TKwpoCeJUwqDwODag/cxApuD3QckEwJ5NcGgsYcoBJiWTWBYJAKPs6fPsLx2HiuU6Y1MvGEX17doeRGumkYpFolSSQIi2obJjb0dPCmmGUS0mk2mi2mi2ME2DEqaxjNnTpDQk4wtAwiw4xghlaLXMRjaNmJCwWkdEhoGmgITmQRqIoknyxitQ44vzqAlVGzXZbI2R744yYODLTzXQLJkDEslijyyUkBrd4RtWmRVhVQsMh4ayLkcw+Y+BU1FjETiKKI56HzAA/gEd/8/RgCCIMwAvwdMcBRq+FtxHP9TQRA+D/wi0P7g0r8fx/FXPmjzy8Df4Cjw7W/Hcfz6/1UfUjoVR2dXUGQVf/sppFRwBThsg+hBpJBSs4RyiNO3YKLE/DNzHLTvcfmlSzS3xmxtbfHCxy7xvTeuER76JIwAlxg9NYHqi4ytIYgioRpw4ePPcuPOQ8r1KtH0AXmjQr2SY2PQw1FUxDuP+Nn/4rP8xhtfQ0imKXtHH872nU3wDFInTmJubvNLr32Yq+0NbttdVE+i6mTJ62l+9MWTjNq7fL9nMPY8DpIpyoJMXZN5NB5QzUwwUyrzjc0HFCoTjHsOYlIi9j38nomcSCAFPm5rn4mVFRpPDtAEETEtIChZAm+AGxos1uo8ees6RGlStSKm4pKrVfBHHv7IxB/3kWyTMDGBGEfkkj5jT0QOZJKpCCctY2+24dlJsqaM834HT4lAsjizdonGYZfZc9PcenibhaXzrN+6SWJhBndji0qURE8nOLi/h5ypYuspMkUfd2ePQNV47uVTCGqM7eQoaSl2Dp9giRnS6Vl0JaAgj6ioGpO5PI4Atx4/YHFhhuZwwE984se5/eAee24H4+kGn3rxFb5+/zbZWhnEMVfeu81nfuK/whoNWb//bVJKkrXKSbK5JEPVZH3rgGEv5thckbf3NtjpdVkuTZIXJUzXI4w9zk+lee1jL/M//MZv8eM/8/NsfuVPmIxcPvqLv8Dn/9UXCJ2QE5M1NpsdbEWiZ45RHZGTC2tUJ1XSepXGfoNkRqez0eDtr79NXFsmMVHj7NIcshMgD8esrC1wcPiUOBSZPbHGv//yVzlRm+H82hLv3ntIrjTDW197k0s/9BFS/RbVdBYplWXk2Xixgz8eszhVR5BkHmxsMjldR5dV+vsH1CcrBOkUsRMSjkfc7HYxRz1+/TM/RqM9wosldscjdsUQy7WYSZXQRYmeMcKOBQTTQAoDomyWbKgQSAHJTB7T9ShkNDKxiO96xHLA2LQYBB4D1+KFxTPcP9wmlUgQjC3GfkCimCaKfR7u7lKslMkkFYhDCrpE23DJKyJhGNMOIgbWEFtySMgKZwtZivk0f/TwMWoQU8lr9K0Bnh/hyQqpyKIeC6ytrvCk2eFYdY4mY8Ydh+dOn+Dew3vIehm/18MSPL7y9BDTjji1PE130OLCiUUarW0MOYsqaHiBT8scslxUCUcGjzseduAQSi4TCY184JLI51ATScTQYzuMGPgxBctgplrlO/tjygmbbM9HzeRoOkNmCgqaoqJlyxR0nT9//Q1yM3OUUzoXaylev72LFUaUsjJKEGJ4Dtlyha13d2BocuG5OeZP1vnSH72NUFWZOF7HMmyqepWnWzsIqogmS/hugJpIUSwXGHR76AmVgy/8YAjg/84qoAD4O3Ec3xAEIQNcFwThGx+c+ydxHP/j//BiQRBOAp8F1oAp4A1BEFbjOA7/Yx0ICOQSBYbdJkxPgGMiVErIUzWU3gCv0cLujhGkJHIkE3S7LL/6abb+/CEbrz9AVbP4tsd4GCG1HVKJIqPOIZRzuJGDNbDQCkUcKYZgn6HogyRgNts8szRLdjLLteu3GQag6RlKtSJiSoSBTRymWJwocOnCab6iyChJnWQmy6Em0Szk8QYpprWYQrbGYNekNDPJxMo8m1uPQQ7Roph6qYjb75BMpnAbATuKRetgCzkScHsjMoJCYHnIYoSXPILLgWFBb4xz0IA4QhQkgp6JZw6RNRsCB+ZPQCKDMvCxdg8gA8OmQTpdRHBN6JmELqRnZYzdBqMoQKkVcUY9nL5/FArih8yfXCLYaCBU02RqBZAthuGYsWdycnUNz/Z4cGsT9i3c9jq5XJLiRIkLLz3PnvZNYn2K7w1cnj9Xp5WWUCaXCdwBkyUFvTLDsDfkv/2Fn+f6O+8S+BKyruP1ffKhRFFLcHdnk8lExOx0kcFgwNb7Vzm+sMDgyZiVSycIEkMe7z/l7/3CT/Fv/uB3+Qf/7Df4s7/4Hs5Bk7yu8q033+aHfvnjOF6fxs4Blm9z9d5tdtx5sr5FXU1z0OmQKOnUqzVcSWKXPneHQ9qmy8kTZ/j+H/wur7z6Er/zpS9jOT7HdJ1Bu0k0Uedzn/t5tp48onHzNs7Y5ls37qHLebxIZHuvRbYnsjh3En1+mve3t3CsKs29JidnF5g5eYGHhzsM+g3S42VWZla5MFOh12yzvXtAojPA901yzhCj22W/ecjSsePc+f5bXDi7wtPdHTaNAccWZ9HCEfMT59nY2uXEiWMMLAvD9mhs7TNdLrM6u8CTrYj3tg7Z3T1ktj7PwA1wBBuJGFuR8EKBRKHIyB6j2IDjcdA8QJ9YpTvqk4hipFweN5HE2T9ksjzBQb+BZVkUq2VSQpaxNwJNIalriEKE73nExMSuwMVzz9H3R2wbHQw/ouyIZDSdjc5TPM9jEAp07T7HlusogcBIitl/8ohE5CEGHrSGLGXTHLo9COBDZ86SiAViLU29nmTshgwGQ7qGx9u37yAkFB5urpPPZMklJBYqKdLlAs3GHpVClt2RixNITEymONhucP/9B1Rnq8iVGq1+D9/xkUUFTYuRfYOUchTn2XYcxMhHjkIWcllatsNm16CGg3h4QLa2wMHBHlHgUD5+jsdP9zHaPjOTNRYXF9EzBZq2R8OMOLW2gCck6e7uMVdPce/JHoqcYmo2QWh6WLkUV7ZaFC/NExOQSGtYQYArgZJKIScT2OMBmgiyLNJ5eojR7uBXS/+viv7/rvb+P+UABEH4M+CfAy8Cxv/JAPDLAHEc//oH+68Dn4/j+Mp/9J7pZKxeuIAneuhaCrHnYfh7JBbLuNtD2GmQO7fG0HcpVWsY7R6yuI3Z7XL25U/iKNB4d4vhncdoJ0oIZLEdhYSUxAsGSMmYYGdAcXYGbzKgNDNNWkmiEeP1Rsgpgf2RjyUopBSZpaDF4/YAcXKOYPsxF1/5FH0pi3v7bfxKiYc37kFahdEeL56/SPvRNlG+xEZjHVyTpUsv0jUjsiLg+PhFnWbrgIygYIcCoiDguw5iNosQCxQli0SmjByIWAdNejs9XMdETIEma1huCMYQVB1SMtwZQV6BxRTIAqfOnObulaucO34aBI9b+xsgSqQLUxiBR3GcoPfeQ/673/o1/uff+k2yI4GXn73EN698g2EnYr6a5HBko1RKZHSNY7OL5NQMb33tDX7y05+g2e7SHZroqSy1pEo5o3P62csc9Jso7iEdw2OQmSG0+2R8FyWZ52BwQLa3TWFqjiCOSAUmp48d4+5hm75j8drJNXpb+zQqBb6/s8mzuSm6e9uc/9hLvPmtN3jx2Vf4/sMNHppNaimF/l6LubPn+Yuv3qTX30Gpp7F6I84lckgJjczp88jE1OaPceX+XSb1kIEdorYtkkLAJ3/ih3m60+IbX/oSYmAhlfKce+UVvvTFP2OqNMmlhQKPt7f5xMXLdIc97rsmlukTPNzgwtwiRn/It9r7VE4tczY3xdm5Bf7J3/1fOf+RFygcW+bOe+9xfG6Z3fUnvLS8yDeuvsNPfvpF+nKGK9ev8WMvX+bw0CCXKxDYLb5//RHl9BT7m3f5xb/7S9x6523e7NsoisJPnb5MStbwsyKqKuMZYNoGeadH0nUZACcWT/Db3/kSp89dJGVl6IwGOEGILiXZd220SpVqLcnwcEBvYwddFfF8B2vssnj8BCgCuYRM6Af4Sh5PsJiup9jdaRIaLooqkzp2juvv32axmEaR0xQBxe5h5rLYbZNsrkB/0KVxcEg0kSNOqgzHQyIlojHYJZ/JECUyFFNpdMXCMQacm1/EMYeouTL73T6yLJIVFPZiB6nfIxY0xMokWSyE8YhDy2fk2KT0DEoqSZy06PoqVrdBSvSRNBlBS2OPBxi9Hj4JYhnkhIxl+4y7NqW0xkRB47DTQk2X6bTaiFFIMpdjLEDsR6yurhLsbyMGHp1AIC2GaLkk+wdt8n5MU5Wx0hrH7JDUVIEHBzZJSSa2+3iBizcKSSkKz3/0GTbfv4XVMcnMLyFLAuboKQk1z7V3N8jPVUnlSwixSEpxCKUYU0hg2iZFLcEYFf/KQ6LQx5jQwIeVqTkEXSayPUbDAbWJSQ67XSwErH+39/+fDkAQhHngPHCVowHgvxYE4eeA9zhCCX2gDrzzHzTb++DY//FevwT8EgCaiiwLeHaI1WgeefsUQkrFPH6qSq9YQVwoIoUGdhCSqOYZPbzL3ESZgdJkuzuA9S1SpTRmIYUgpiEIUBJZwnGIrEfMn11j494Dlqdm2Xy6RSKtoSZiTDdkPj3LwBng2R6WJvOzH32e9T/5cyx7TKVawDTH3Hj0kGcKOcYjEzGTJSakWChTzqZRJ6dJlAocGAdYtsf2QYdAlRhYEQlRJLYtknKWoW0gZyT8Vp+UnMTod1BlmXPPnONbV98lrVZQbRGx5ULoEiU1vDAmGQiIyQJm4CIoMrEKhUqV/ngfVJDSKcjl0Ut5ipM5njg9Mqkch80B2DYzk2v0cuv8+z/+IorjEG0NSK71SQgxqqxwvL7Ayx9e5t1bNygkk7ywssbBxj6X55coJQQSk0WmZhfp2EOyGQl/PKQSW+y3d5h/fo39d96noKuMhZhFLcewM6KfFykV50nninjmmGMTdR7vHXBo+gyHfZrDFvmpLO9v3KVpjfhOq8Xp2iSDXouua+PnE8RaCHaS1tBmZW6G+/c30W2fZstg7fxpHncfYloiZ05e5o/fuo4uisRfe5fSVI392KKQyjJ2FJQkvPe1t5AyUxxbPk86NikuznHY7kN3QLMfcPwjr/J012DaMzm1OMOfvn4Fe2Dyy899nNOzC9x5dI/SM8/y1Zu3yakWr0xP8eT0Iq9+/DX+0Rd/m089/yLXb+9w4sIzzMzleS0tcLFe4SBMMPvRj5E22/RG26gFmXYQ8NyHnmdnZ8QLS68xlRC4X66S83ZZXDnGQXuI4rZohCPWzpzGNUa4sYssCyzOr5K2R8RywNraDFPVFMGBip1KUswVkCIFu3PI1vYGo67ChJYiWyyhl0vMaKAFISNBxTAdhEhByeZwkCgmE2TTKuXciIWlYxw2Wnznyve5c/8uy5/8GFeuvcsPf/JTyGKWtO3iuT2UlIQbqaxMnWWgedx4co+5hSn6vSa59oC5GBzXplpNoQkqqcwUGdenJKdpDUfkEgpe4BAjstXqcGqiRseyePfedV45f4pR+L9x92YxkmXpfd/v7nFj3yMyct+zKquqq6ur9+7pbRbOSg01NDkSDBuCCAmWYYuQDUiGIMg2DMMPBgzLsgHTEs2xaA6XGXI4nI2c6Zleppfq6q49q3LPjIyMfY+4N+Lufig+yA8maBAGKH9PFwfnnIv78n33f87/+/8tmt4Ez5sQEhTarQ6aNGXXl0hNhkRiItWzLqbpUswkCMV0xraGY44IpjbVjsELawvsHR8iiEkSiQR9c4LpyWTyBabWCNfwiMV0To/2ScsCU09kKiiUohLNZg3TCYiG46wWZ7h7uEuilOdmrYnf9Wk1apSWZ5l6PvPzJWLehM7ZPgvzJdxcQN93cV0XXY8xk81zumQhRaJ4nS6iJFCRJHA9dHmMLLrISHTr56xmM6xsrPFx5xirO2Q87OFMRSRrSjYepj5uMhEDtGgc8/99zv+/5+G/LAIQBCEKvAX8N0EQfFsQhALQ5jE1/r8GZoIg+DuCIPxL4P0gCP7Nn6/7V8D3gyD41v/T3lI+EfihEKAgrmWI5ONYYZWMrJB2PM6HQ55dyyNVTklfeY6d8g57lkHQ7fD5jWv8/KJCuEUAACAASURBVMEBS09d5Wx/j0rbAlVnZkaj0ekhCBJep0n02lXMyRCx2kYYOTjnNcKFJHa+gCsaRGznscm7HXBlbZlEYBDEc7z9/kP+x7/7t7h742f866ZIxBxjWlM8X4SRSSqX4uJiGF8Wef/mI1BTKJqIpIEjiGBbeD0LOib5axs0O6dkSrPYwwkb6SgiAcdnAxZmZ7lz4z5e14KpjOR6eLIH6RAYLhE9geEMic0VGXk14vMLGL0eC8UCncMpMdfn069t8faNB2CojGsnPP3KM5zc2uHr//jvMBg2yZPAF0Xs4SHXt69QEbJ8sHOH7nCPVCTKtfk1mvUmm09e40ff+zHbFy/y7q03Wb7wFLVuhKk0Yj7k8eRKjuevbfMv/vU3eHB6jpJa5GTosllQef3SEn1PZm/Q4lu3PuDTa0/z6MaH/NpXvkT75JTPvPg83//hj1i6+jy393cZBhZbW1vcOdkhrKu039rnjc9+hj+89x7TqYSmJGmPWxTyJZqVPlu6yEArsPvOHb7+zBWOHIGf3dnn2ZeexLHHPLc8z2w8yY16HcMRoNumlMmTml3ke9//Pl/7lc/x0c4d3r57m89/6gUyYwdrOKW4sIHuy3zmOZlarce7j0T6Vg9NjjFfWqQ7OEKUBiSi8wxbd/iHX/86P90743/73e/w9ZdeZb5Y4AenLX5y8ohKf4831ja5NvcktWqbmVyML3/6Sf67/+G/5Jkv/DK//4Ofc2ljk588PCai6/z3X3qS3/jBDb5yeYvzscMn1SHPbMySjofZaw84PLpJJh0gpTZ47+MTvvj5a9y6v8PK0jrv/uk7vH79F5F8mUgYKr0mkhJiKZog8FX8aZdRMs5v/+lbPLde4uJMkWZ/ii8FNI/P2a+cEbkQo9gKIc6o6GGZZHGB0XDCRVnAs6ZMigUqtSo3y1WGis7fmEsyv3mBcu+M2qTDaGiR1MCbDNhIz6CqAaIeY2oJ5EMagSRydF7FDgJcSUfWVEajFno8yu3qKZGohtlsE00nGDUrLOWL3Nl/xOalbVoHR8QyKabRCLVyna1MiXutc7LJGP7URpJ1fFWl1u0jBBIF2eDZywu89/4eKEXyM3EetTvk02FUa0IYhaPzBswWqe3v80S2hKQpZBclemOXelvg7PiI9WuXcM0pESZ4gcDewzbbq8uE1HNO+x7XF1aIBh6TwOUj28XGZ07WsIwp42GbmYUZjgyPtCejazbe0EQjSb3e5LknNmj3ujTsIdlUlM5Uom4GSKMyF2ZS3DUchlZAeDhGkEQMVSUsScwrErOFDB8eNZCQGHaH8JPRXwkB/KVayQRBUIBvAb8dBMG3AYIgaARB4AVB4AO/ATzz59MrwPy/tXwOqP5F+weBi5JPEp5PIScChMBgXpqQok8+IrARF3lpNcYLTxZpjMrEEhIL8xkyS0u8/fAAPxTi3u4uhu1Ds45QLtO/c4q/W8E73EdOxxmfnCJUujAwkfHBtBDHAXS60BujOgKOAYoaJ4xNNp2AwGNrIUdxscRxf0Jk7KK5ApLhwHgCrog/srl5Z5dqo/9Y8bPVwumNcBoG3qNzxL6LFolCVqFbP4fymP5+nVGlSmU05nw0JL+1xtLWBbzhBCwfPI8gCCAUQlJ1lGgC05oiBCJhBEQljdDx0et9zm49wun1iIg+27MllhWZL7zyIv/on/7npFMRvvSVL3Deb6JpHnLQwdNtdqdDvnP/Y37r7e/w1gc/4vNbG3jjPmMMBt0qOFO64zovvfEkoiyxub3J+gWdQesBV7I5/InFvUqdiScwE42ST0RYXZzjic0NEukEgQCDZo3k2KVfLsPIIDSxicoS4LO5ukqtWuakUSGRzvPmn77DT775IeOjFl/9xS/QL59ySS+hjXyiahi3PeHsQZUEYbTCBsuZEv/eGy/zuS9/kcFgBJ0O9d1jGntntJUkO4TZP2wTv7CFpCV5+tWX+Z3vf4fDswof3/uQavOUL77xSzQbFuFMEUmNkMsnKbfLiIUiN46Omdo2WiSJpbsYdEhnNZL5OF7U4TMvv4Qf1yj3z3B9g4Ez4MbBJzQ7deakMM/PzaFqUE+oyItxUmspalJAcu0KP75xAztkEcgWV2bTXFhMUxUNXK/H7KeucqN9wuK1JVrykO89uMFP733I6dkxb713k+ZwRH/cQg4skBVuVE747N/7u/zxOx/SGAx59Ogu/sSgmE7RsS3+8Gd/wu1ajR996ztcjEnENQ3DdDG6HR49vE8iq/DVzz+HOB6wvJInu15AWSphRUVCRZ92wuW23eVW9TaOPuapSzM8fyFFxT3nfvURk8BmPhEnI7lcnFsgq8aIiSH6Z0M6PYue7dLyFaaxDKYi48TD7AyrHPTOaAUmn1ROOK81aTXqpLIx3FGHhfk5+rhcf/oaTrfHyJWoT3xqrT7NTpeJ5pGUFPRMBCPwaVWb+OaI1WyKNC7hsMrQgXAizOpKkla7jjUycMdDEoUszf4AyRyymIoTzSZIZnU0RcXsDdBckVxI4qnLy/TrdXQ1QqPVo9Wo8fJLWxSXozTcEGFV5mDQ4mw6YudwHwURe2zS648ZWCKKphPXFOyhx6Bco22YjAUfz7UxgyknosX9RpWMFqFRq1Nrt+mfNxl1h+weVfAmAtS7zEV15mdLSAj4Q4ej4wEf3i4j2jYxTXusXPBXjL8MC0gAfgvoBkHwD/+t8ZkgCGp//vzrwLNBEPyqIAjbwP/J44JQAn4CrP9Fl8BKJh4s//1nWEmrJD2BR9U6V57Y4sGd26w8/SR37t+iXZsgyWnajSqiFMbv9dF1icnNJiFPQN/IYgYWia5Es9VDeSKOE08QmV/A+PnPEWSN3NIczfvnqOMIYmNAcibOWJMZa01EO0m6kMPUPLR8CrvZpJQMOOm0uHTlec4PT2i2H9vTceA85jfFQZLA6/75h8SBkAJVh5lEjI44ws2FkYYhYmqYqWajRUKMwjKKInFBEFC8Eefv1mB7Be3KU5zf+php4wxScbSwgtVpoQUqoqYxKWXYyKbYyGVQ4ossXlzD8U9omC3m/CiXe31WXnmRX//9b/L0tUu0Tu5iDIfESxeQqmVUd8gPj8558lPPs15a4A/eus+vfuEVXhnt892Ow8SQ2PAG3MpFCceLsFelFhF5Z2+X//Tl16B6RmRjmfphGVeII+ditMddOh0oyBovX0rxzk9/TiiziNG+x9WZAt/d73N5e5Np5wwnUNmOzcO0z0cH95BFlbNal/ntyyhjg6/98i/xv//oe0iazPx8Btee0Ll3ijEy2X7tSzQPB+y3y1x88nl4WGPU6bGbzGCeNTj96AN+5b/9Z/zuP/knpCfQFQVkX+Ef/NP/mNP2Catrm/zBN3+Pr33tBSbBGKc4yw/e/gBBDDObn2Ur6xG2Ao6WLuMZJk81Tzl3XfaVMFnfJNQ9ZTFf4Oi0yfbmHPf9KBM9gz3o0jl5wFPb24xrPVbWlnhwfg9P0ik3DJ597gV+8I3f5KmlJer9CXY6xZllEZZl8jEXPRKmci4QlgZEhwPyapi3bp4QLuRZXo0wHE0xWxKrcYVIXqGOQKS0ya2f/xQhnGBwcMKKpzC3sUEqmmE6MmhFoN2q87lffBVvYtFQI/ixCMl+h2RCZyjZxF0XhSmxQgG76nBgVAn3W7ROKhTnF4nGo8iCxKhnoAkCKS3EtNvF8WyYRCkmQhw0GmysbLM8M8c3b9+iPulxYWOZqRzGDyyEQYNRQqBl+Uy7bfKBTamUp2yaDCePrWDtsML57iGJsIyjBkyqExj5SAsqiYUCmhxn58EnvLJxGduCG06T6OmQl0opJnGRaTxCQgjRNQWGrRbFRJxjGXAVNgKNnemYEBK+rnB63EHxx8ytxNjfOWU2O082Y9Fr9REuvE7z6D7b80vUu1Na4w5z2TC6M8QVfdLFJZzRFLdV4Zbg8lJmkd1Kh7YDS1jIXsBYjxDYY0LhEB3LI2aaTCMiy36UWDRO12oRC0s87A+xwxEiE4u5SIJqu4meihOLZBHzecblHcKyQMue0Gn2SIdnkWSf2ZzEdCriNg8QU3PsGCreN/b/P78DeBH494F7giDc/vOx/wL4uiAIV3l8BHQC/D2AIAgeCILwe8AOjxlE/+AvSv4ArmdhjEw6MjyoNTGRmd6rUDntMJbLnJ06MFawnT40J/iqAKMR0dkiExumcsC03UKIxmi2ehBAMp+ndXqOYfnI6QwuKtHlSzTPxtjVBqQU6uMuoEImhN+f0K7vgwgzhUsc95sc1C1CuRB3fv4+cSGENgV/6uOoAnOleRrTAVokjCkPUHWV6WBCWIhiah1qzggkAV3TmZgduv0uqdUkvXKT6EKUcX1M7NoSW7PrHPSSFFfnODm/z+oTywzsOFNFxfF0iuIFtL6NJICvVYinMtiJMOVhhU7ZRo86tMwxRkhiYanEvUaVjCJidzsMLQdDDbE5P8deucbM4jYbyRnskYgzAmFU57333mN9fRbJHNE6rvCp11/h4R/9HtuXr/HE4hq333sPqjWccR8tlWRSa5LBw8AGe4K4f4uCPIc2d5nxxGN1bo6zAXiqwtyFK+StU64+/TyHNz06homY1sCMc+mZ13E8j4Fyl4kkcvGpK2QvXUL43ndJ6wpHx31mlldJr0bIuBbdeotStsiyGnB/d5+WFyYWj/CpxTl+9miXUFjk9o//BGSZ7MYK3eNjXE2gVW8QkWWqNz9iOx7m+PSI4uIskbM+c3ZAYm2B2+/dYv7FTaKqzN0//kPS4RjMpEmGFLpnR7z46gvQizHtjWkNp7z4/Et88kff58/e+xMWUjGUiUErmWbkuOi9OuNqi5nlDSrGCecPbhAWbLa2Vii/+T7l0wMK8ymuXLlEd+LT71rU7z1gbkbh2nPP8+TmUzx89D+j4CNPJK5vXeH96X3k5Tk8ySNsGQxrZ7z+9At8dOM2qGE2LlzEE2RSs0uEQgopt87WWpF2q8FMNk/SNZCmFrGQjOwF1E/OIJfCdz3OumekpTCSlkAr6OQzs0TCKca9Dr4moy4W8IYTphEdS48hExBKFDBcl5nlNcaKzE1nSH59lpARoesMcGyTWCqJrybJRKYc3z9BSUTxlBCn4zFjZPqjHkldp3feplgs4jgeYmBR2MihoXF6fsi02kaNuCyEkrS6DQzLYaO4hLyUwEyrdPtjwj1oTjuYQK/fIakKiGOT48MKl196BrvTR0ukqNx/gHveZ2Y5wdXVa3SPe0R9n3wizcWlTX7npz8Gc4qcCNE/PiCZnWV00iM6m2TkQv1wn6Sq0Jq6pHsNjss9Al8goig0fJeFYhrj+D7xWALT15gt5ulbU8KxOIXAwxHHmIqGG/is5le4s79HOCpw0jonk8pSPz8jvCDROx0T6psYkymmIHNl+2nu3/uEfD5LuTakmMkTjS0jRVPQ/QsPVv5S8deiE1iKSYG+EMLom8SKKXzPxgh8cKYkEDBaPq4NchxwQJLBEiGejON2h2TndXRVxzc8LM/CiyqEV0rEEXhiZYNH5TK1cZ/jByfMrc4TTYWoNrsIQYhSIY3oytiJMMbIJKYoRCUb03A4qg6xjA6lTIGsluLk0THDnvlYMygEsVKW0Un78V//0EGPxJnaFqGCRjiqIWR0QrLOi198nr2DAw6Om4hYvFjS+cqXv8i333yftew83/jpQ1bXZ7m0lEZA5Ge7uxjmhJCkYSIS0Qr47Tq/9NkVdo7HLM/G+eD2J0wCCXFqIOsaJ40+Sc/l8688w7g3Qg0nWb26xW/+3u8ysG2mHYfLW+soUYF7H91DMjz++X/1n/Gbv/v7fPXqdcaizMg1eXL7AidnFXbv3Of5a1f5X77xTV759Od4+/vfZvPCBuu5El997RW+995NTFXil6/OUa/b/Is397i8meD6cop7p21unh1w6fJLfHDzDkVd5m8/c4lHD/dwUwn0VAbThEG/TXvYw3J8+rJEoznkH3/+Fwk8ix/XW4hKlKObN/jca69x/sEuWwvLXLt0hdunu/zGT37Mi1ef5ko6yU8+eg/yJdrlc3wPPt7bJVHIAFM+9eQziJqHgs3W6go7lbs0Bz2WZy+SyGX4xh/9EVKgsrGQZn0mB+aYZCZLexLgilDv12jUqiQjKbRI7LG/sW3hyyIpOUQpnaM1GfPouIo9sVhayCH4FkhRsppPOKQSj6WYOgKZlEZcCkiGJHxN5u7OCUszS/TPT9ESMh1iVAcuOVnDNYZMI0napoErW+yfHrOZK5AG5HwJ3xaIuBOMiYGFjwaYpsXM0jx4Y6RARPGHBKEY48kU2XfR00WmxgTR9WmOJxBIxBSZlmcgNEYgWygRnbNqh1Q4yqg/IJrJMkVEFwR8yacx7IGmUszEECSZTquLLgS8cP1pKpUyku8gCCFOux3uPbjDy7/wGe4+OCCpR/nog5+zcvUKZ7UG+UweazIllc/S7rfpjS1KqShzKQHTtbGmYZxBn7VUhInlMEwo7J2fEpJLDMwpBBNinsaofML2G09hVmtc3LjC6XhATAwRdof0jSZhJUl7ZCAlk0zGLSKxKOMxJAObTCnNo6lNTPBpDlqktBwFRWYml+KPv/0m2xc3iMQ9hmOPlYvb7OzeRVbTvL69xv3dMq49pd/vY6fiuMKErXQEo+/i6gkOjh+xkC3QGTrMzGhkckX++J2HiHqE0GSKcX7O6ktXqJ2ViYRS5GbnMKt7uI7MxmycSCrHx/dqDPstYksxAkAfO2iROI9OJ2B2UJfi2L/9/wM10GDiYx2ZyAF4vR6aCpMYSCFgHBDxITIH8WSIcDLERimPnyjQaQ9ZSemousx04jNt9Qhkl8qoi6+5rC0sYEyGBHJA0ulyOQel5TxOPEzCccjqCdxCkkgQ4e179+g5CpPcDJXWEcV0lvz8Amd1l67RZ3tjG1kVuXd7D0e2iBejjIdtpLiI13FAgsloiDQTJXANEogMgwnxhevcPN6n02uQWlplMmoTnUvhZ/K0ZA3bGPD6pSwfH+1yLC+yNjND5YOHvPTGG9z46EdsvfA8i2tr1PZ8KqTYupRBalQQ+l1+4dXP8snPfkhIdjk+bZJcmSUUT1Ixpszlirz/1vu0TysUt9a4dv0Kt997m/zWLNtXlilG8vzxm+8yMzODJfsMJBU1k+Kb3/kDlrev0vICPnm0T2a+xNL1p3GmEzSzhy9KdA2Lge0hp3P8cL/B6aMKEVUhpMjcPTni/Qd7DCYe48sKUUHj6uYmnmkQDWBgqZwc1Uinw5SPH3FUa7O0to4XTXJhOcFxo8adw33OFRuzN+biyhX2Ky1UVSW3tMbv3LuLJhjMxkTa3XPuaA6tiE8uoTNSfP7mVz5D5KM4Vkwnq2s8qJ0jCQoTOeCt2zd4eWkG2zAopzTa5+eULlzClwQ0xeO4N0YKDMaWiq1EUMM6aSXNUj6LNR4wURS6Ro9AjbO0vsSk3KbvBFRsG08S+OL1T7FzvMuJPUAULDLz84zxebSzRyZbRIrEIKLgqkkMx2N9YwXVNPByIbRUhlrXgmhAYzQgEVNp2C0qwzFrsyXyIYV8SkcNFFrWEFUNEU3IJNwIki+iiC5ZPYmviPixJTzLYS1ZYoRKO1AJPJ90NkfgTLF7HZLtEY3yKYVUgriUY32mRDqtYw4HeBcfs4By8hrdicFBu0VGDaGqMv2kSvX4lI25GKfjDk6/w6wWJTyd0q3VqO08xNd01q9cZllVOTvpYo18lP6ARSlJVtDomBO0mMTUCXF+3iGeiII3ot7tEtMSyKEIWi7HYGrSCXxGtoM3EUnEc3RHAZKexPvTI0JXF1n43HMISsBiaYlG5Yz5K1d47+bHJAWHkCTQrp2SzczQs8eMNRm0FKNOEykYkwyX6HcHLCwtsnNWR0263K80+ehhGSWRQE6FCfwRwmiM7XgUV7cYPtjjzeMq/WoFPRTFU6JY3SF6PMpeOyCMSPe8gWHLZGI6MV/n3YNjQrtNggcdvIjE0htXGRbCVCo1or5Cu9ml7UikLId0PoUVlrEkF0s0WF7K05U12r0+y/k0raGNGPbxFQ1R1f7KufevBQKYWcgH/+iffR1ftBmIMo4jYXZ67O0+5I0vfoVQPErz/Jh8PEa9so9pmsyEJfL5Ij1LoFGrkczEaNYbvHLlKr4k8NHRI7LFIrceHCOrISKZJJ6oMpudxek2sSo1JFVjJFo0LAfbHJJI5h7PlSwUIaDamYAgExYFJM8jn4gRKApWMsN5rUqktMiDapujk1NKyRQRX0HBR9ShM5nSbHUoLC9S2f+IbFhnUG6xvrhIfzwit7jIo+NdIpqKuLhJzIWjR7sgS+SEBGedFtp6gd7hIWlbpjsxkGM6c2mJ5a1r3Ln9gFG3xt//tf+QN3/8p6xe3OK943PypWV23nqTuOry7LXn6PWbrGYT9OtdhPkFJmrA3bffR3cgno9QWlpFjsexej1EYDQaIA4GzK9eQEqV2Nnbp1jK8O4HH/DKxUusJjIMWvsEhRmGfhjF7GOhUDkzEfrHKJslapbEaqfFjj3ihY2nGbaavLC9hWO5PGw12Ts5IawERNIxxuECU1fGM+o4/TYv/sLneffGLRKZFKKuc3jaYKE4hzcek05nWJc93t/bIbF9AWM4pLx7Fw1448o2EWFKszlk6/prfPuDWwx7R8zmVhkODM5Pd0hFomhBlPnZAu/feI+FJ56jfFhmfanIRJVwZZV0TGF8fsgbV7ZQFQlr6iI4Ey5urfK73/0z1i9dx68dk83E6E8CbMenabi0Wj2uzi7gqwrHQYDmjhg3akx9m0+9/iLGcEQoncXxBLzRGEEQCMUy+I6NIg4Y90xmltcZd8cItkujVSOSy0KgML+yhBxSEBQBEHGqZ0ghiffef590LI9oiSiBT0zWcAR42DjE9lx8MYNrj+hUjmHqs7W6ihlMSeXTLOYLXF6dRxZEVNunOFPC1UTkQESf2iQSEYJwHM+BmVSU/qhPSI4heJBLx5loCq1Ol/mFIr3BkP5gQiD4TJ3HKrzdzgjLtekbPQLDRFI1jLGFpmhMPYeP7p3y4ME+sUKcSETnp8c7iGIIQ5aIJUNI+ExsGzkaRwp8FMeiWakStnWC2Binm2JpJkF6Ocxx28Cd9NmcTyNYU3wC9NwMOwcVZjbW2T86IzpokiRKazxg+8VLPDjoYLXGXF0IcVxtEc6XSCoeiUSEhhPg6iIhQWZsaoyMAUV1iOoJnDcm1Gydrz63xs7xAUNBAVGhV2+iROP061We/dQzlE8rKJZHIqZz8OCQdGYWWfIwujXSM3n2yhXSqQTBxEeJRtBSYbzhFLmYY1gdMxn00PMhVEGmWWmjJuIslvL0R0NauydIcQ0lnGT63cZfCQH8tSgA6UI0+A/+k0/T6ndxijnMscemEMc0Ogx1jXZnyEI+Q7N1zudeeJV6u8Pich5VkJhaAdVujXhUQxdD9LpdssUMu9UzwnqUXquLoslUpxZ7502251fQjBErywtM/ADXNKhPxoiSi+h7hGWVYjKGLIs8OjxHCWeQJAkZn1QqxW7zHHPkMHEm1OQw54ZNt1UjrMhczK8wl8/x7oPbqOkcveMyrz73ND/4g99gdnWZi7MrJBMpGr0e0WiUg/1dMokYtxNL+LUyRcXHCgTyeoS7P/kJrC8QlzSEQGcqiDw7l2K/fEgtkIinMljjASFdJ59Josg+O/u7aGKMtVCEbEzBjYSJR0PM6SKiFOOgZeLKHo4oM+11mI/7WKpOdzgiEgSokRSKHmZeE6mORnSEEJVyjcW5HOXpiCgKV9YucXzwEcnSHHc/2SPtNJhZucBHdwdc3Shy2ygzIMKrepi91hmSFiYXi5C0ZVr9Pj3VwnU9nljYoNk6p6/EGTkqG/kQiiBx3OmgSCqCoFO3DCyjR1RTkRIZzHGPZ+cKjLUYn5wd43fOeWZjE0HVKSgOz66vcu/eMVquxEmtSaW5T0lMU8wUiMcUJEGk0huxvLJIvV7Hj6e4c+8uq8UsNdOiMR2xvrDCdNTj0oUl7LFJwvMe6weJEiMDUrEUYr/M8sIyb9+6SSKRQAnN0hvbWJM6yVSMnYMmzz9xiX55n2QqRTQVYWwMaVs+w6lDTlHwpyNOpx5qPEHUmWANxsiRMM1KnQvzy0wCm6HrgCMgRyP0bQNj2OLq5haab2N4AZIvE48kAbBNAwSNQi5LRJlgBh7femcP2R3w+c05dAdiyQSjyRRTVdETMTIq2P0hsXQeWVQoD/sk4zG2F+eJJVKc1bvoWhjPn4AscvDwiEtb22QKWe48OqQQi2BP+nTMMVLgEQ0pNM7OSUfjGJ5IND9HUhoxrFQxQ2Gmto9s+YSzBT4+PGO2WGR3/y6uE/Bn92+jhyMI8TA926DRahGNJOkPx4z6fdaWZum1WkTUEIHsUzsfoko20VSCkaMghaZc3JrDqHUppFOcdw12Kx1AIpRLszEbx650iaoiQSbEx2/vI/saT11NUx4OULQUsWiIhUyEzrDLfn9AREpSrQzwEzKvbBZp3N+nIcbotQZcvThH5fwEW5YwpSghRSEkBIxGBvMzRcb9HhEpyUjziIsBvbFFp31GIqqydeFZPvzgE+IxiYik4uOTK6Vpd11cLUb3sILfabL4wiXGgyF2p00gBoRzM4xdj/lMjsPDI4RJgPN279/9ArCxnA9+7df/BgNzjCB4HJ5Xubi4juc5HLljdE3lYjLKTD7Hn71/h0Q0SVtyOTw+5cXLT5CI6zjuhH6nj6iFMaYGzWGHxUKJzshgdnkRu1Uhl4zTciSGtsfIGzPqDxB6DqpoESouEtZV+r0OlhynNxkTkVxsX+Jg5CDJPtN2hbASZSEWIRrWeNCookaTRH0NRdHpeTbdfpdsNEu/N+LiXIJed4KejzHod4nHc5x1OgwnI/LROPPZHJZlEYsp3DmqYJgWum8zW5wlHtaYS4Z52OxTkRWmnQbX0wXqgoeDi67IRD0R37OpWrjtSQAAIABJREFUVQ+Yy82yvbCOLHl02j2i8Qx3D8+4MJelrYyo911WxDSqZPOJOUIQVS5komixBN7ZPdTsEketIZmwQrVyRj6bIR0LUe+MkBN5bu0+YmFllVsnZXKpNI1yk3QyxXNPFJnLzvCj9/ewNJhLRvnwrRtc/PRruI0WKCLRqcFaMoSna8STSQaNBorlongTQvE0lcGESr3GfDyPIyn47pSBMSa7NMdKJsS02aM99QlpAT/rDjD6BleyGfLJOFVPwVZDtM8raFqY2UyepCaQUj3i6QzW0MTTBUaex+l+lVQuy7BXIxdIKHKYSUgnkEERLcTA5+CwghKO0ZclxFCIiBLgTg1KMwuUdw8IqdB0NTRRYS0uoekKO0c9+rU219ezRCMathVCVMLY1QEbc/OIso4hB5y1H1CaLdBs9bly+SIn5TskklmGdQc5Gce3PETRxhN8JFmjUt6lWCphGz75sMr8QoHTRgcpHqJ8WmGmsI6mKRiTFslohFwmS+38nJX5dRqtJtlIlFAsQqkQw5tOqFcHxCJR7h4dUOubrOYTpBI6+2ORGdknq0gQiVO1XGYSKazRiIE7pT3uoQkKaqCQSiQ5GY9ZyqbY2bvHk5tPoLgiE6uFLAUs6EWSmRQn7QbV8zapQpGx4TI9PyZXKHIuSZx1zvBCGv2pR1hy0BwXG4EINmHf56w7wkSkd36ObzgIqkZ7cMbWhWXeeXCTVPhpLoRHEPIZoBCYLkfVGgPXJpPK0jltIvgiKj5+e4pjQe71Wca2zaTWJh5LYp70kBSR0EaRQb9DKJXDlTR8c0IhqpFPp3l45x7bS/PUu226oylRLcxkNKJ0tcjpUYNkKoXtB4S0FM7AIqpLjIcj5M6EuVyO+UubPHjwgGbWRUXELHdQUzGM4QTZEsjO5pFlEX/YJ5fJsleukPAF4qtZGt3HyGlhpUQiE6fV6aOEExw+PCOiaAwMAzEexfjeX80P4K9FAVieSwcv/63rIPlcWt/kh+/c5NUv/AL7J0e8tX+KIot8bWsRod+jq8isbGzCsEtjZDLyZJIiGM4AIRqiFIoioFAdlUlFslT7U7KL80jTIe1qFaJRHEWl0Wsx7naZU2PIIQH0FPl4nH67RUNO4Oka5wcfYU5snEiJiCIwH3FYieUfd11GNfZODjAUFXFkMuhPMVMlFMciK0tk5peQjBFDWSGmgmZNsCZTTALKAxvHmpLSPWrtAZs5HT+U5axrkIlIiK7I8uoK33vzz5hdvkA6E0MXTDonVVphjX7PJKvKlDSo16tkixkSiQLTIMxg2EQWPU6Oz5HlLIuFOOOQQX3k4Y8ctpYy3L5/hBhKs3xxlnatg9M7Y2V5HSEAJ/BYnF1ENy3o9zACkZYxwVN1yv0Rfr+D77j0HZXJZEp2Lsl8scTe0MAMbCLlPuPWGNbz4ItcLC4jmQaabpLMJTi+8wiz3WF9bZF4JsV+vYEWj5NLJYjLCjgOmqZjyxKNUQfRmRJyPLZLswiqiFhYpDMa8eEn9xlPbJ7/4hf56MMb5JIZzjpt4rEIEUEgnNAZmwYxMUx12Mb3HMK2ihZKkYuFeCmSwXElvnfvPu1+j8JmCqvTY7lUwLYs6vUKD8qHZC9dZm1hDtUyiMgiA9NC0PPMl3L4jVPi0SjvvHuThXyezz11ld29IwprF/jJu2/x1PXPUrm/gyZINHyLaFrk6tYS5tTE8lzefvMnfOkLX6Ze7xPJxfDHHmeVIyKlDMOOwYVCikQuwtCcorkizanDQW+A0K/jTgdkShfZPa0y6DSYScTZWFqhMzERdB0Fkf7OQ9LFEpc/8yLtYZfu2QhP8OhNeuztHHLtiat4koMSCOiREGnbpB3o1IcCKwmNpt2j77msph+jjGHbRrMFmn6fwINqu8bq+hrByEOxDDRFQETAsl3ESIhmu0WhuEaza7CS8Ji6Li01DtIARZFpjiS69SbXt0rcPihTisTJhXTswGOtWMIxxgxMm5OTM3KLKp7ooNlx5OgyiWmdZq+FIPkc3L1Pdn2b006DpUSMo/vHNLsjHBdSPox92Lg4x8TzqZmjx7RW9/F75i6v0egMqJw+whdgdu0C57UWyRDEVIlf/Zu/wid379IZDQjrOrlYmMG0ijuR8TSV6nSITISEp3Pvk9uUlue5lJ9hNleg5jqcvP8e4fUMgudhDn2yCwuc7dwl7AVceu1zGLKAUauwOb/A73/7m1y/vIGXLSKhEdF8xEyUb7/5Y8LRJKoYIefLZPBpTCZUZIHqbz36d/8S2A48akxxsRlXjzg0B9R/+iPURJQz14eBSVdScWWZzaee4qB2RtE0mJlf5P/4V/+GX3z5eTrOGMczuTBb5OHhGYIuYAoOxtTEq59jChI7p1XisRCW79JotnAGI1afvkLZspAnNrs791kslqh0Kow8F0l1SKSSnB4e4/geSspnZl5krwuTToN8PsnO3kOWUjqeK/DwTpP5VJxWv0Z80CCtRai5UzZyMYTBkHhIR5El5EBgYvcZTQb4bkA/kMlFZIY7+6TnCgyGEx7sj2hVzuhaLttzCYa9KrIU4bDSQ9JnmClkMKc18gs57EDl4dkxcnaG3cNd4rqKq8qYlUOaY51ITGAqhDDx6R7WWYjmOWq0eVgJmPZN0pkFHpXPWJ7Jc25YNEePyFgOG9Ecy7MzeN45AyRqR6f87WcuI4R19jsT7uwcoKFyUq4RJGJoCIybXRi7YIzADtg/fR/PF9l8+gKTepdscZboyhZTs08LhUl+nnKnSbEUwhRdFmMxBFniTrWG7Qfo0QTJeJzZ2QK9yQRlMEZUBNSwxtn+AcrPf4Y7GFI+K2NrUD4a4FsBmc0N2sM66UkYVxIIhDHmwMUZ+kz0OPXlbcYIxAWRTCJFfWiD7ZNLRHAthVJkiWsbC7x/eII+HqH5BsVoin5tgNweIwVdBoM+ipfjP/rVL2P2uizM5vE9B0eHkG5RsRqY2oSNpQWMegVRlQmFQliTJscHB8yUFjmrNFBUFbN+hh5Kkk7FOSyX0dU4a6urHFUeUVpdw+ia3HnvAwaSwMvLi0R0mUrfRIqobM89z7h6TnJmAaPf5Pa9G2SzWV584zPkMmlOBn0Oa3UikkZv0EWOCnSNFh/sHWHYBp/ZjFMxZbxMjrvHx2hSimlqhnE4xEe37mAmohRmisjRJCFUks6U9tCltLBEuXpELplmcWkFazJCCgl4vRELFzZ59w/vkF9ZQxxaVJzWY5Zco8zaWpp3P7lJvnSFQbXCKC+D7zA0HDYXlpHFCUlFRdJzRAUbWVdQkjaHp3vMpbaJFbKEpAyR8ZiZhMrW/DLa7Dw37t/kmVKB68VF5NkSDxsHvLz5FP3xhKDjMHUc6v6IVqtBIVIgHotgeiNe+9Tn+fDHv8Orr77Gg4fHdDJ5Np66iNnrMhoMiedzJBaKDBo1cktFFiliVDvYSkBGT1M3PBK2xtd++avsN8osX1pnIVNA6Ri8tD7DsNEGXaQrKhhji81XXyKbSXHYMRj3h6xfXCaYOHz5q79Ee9IlFSoQE0PIWZkffvgevbFFEPIwphM+9/qn0e0hScNiWK/+xR22f4n4a4EA0rPRQHgljKDqaGIAzpRLi0vcevAQKZ5HF3xmVouc9dpUy2NK+Qx900Sa+qymo0RzMW7vHjITS6CGoWZNiIQzjAZDLuTTmMMeAznEaGzR63YIFImnNq7QONxnfiPDfs/HbLdxlQim7fHlq2t0amfcGwiMhiZFu8/c4hw3j0+JLhYRWx6hmEoioZBTQqRVG2SFe/fOSc9lEYSApJrk5PgOaiyBiY0YimJ4EUQhoFE/I5NMszE3x/HJPn0em968vD5DWpU5bQ4Q1RCCOUQNKRyMRyyuXuD9n95gfmmGs9MaEVng0599nrc/uYvmhpFdm821NLLn8fOPThmPXZ5/aZt6d4BdH3F+VmPu2iYhMYRlm3SnE+K5EvZkSMLTkFSB4XiEHE0iFDJMajXmPVB7Q+60G0ilPCVBJSZBYnmVw/u7LCZj6MuLVHpjxPEYLayxNL9E77xCZ1BjsbCI4JnkVjY4L3dYz2a4N2iw26ij9gdkM0WOjRGGbfDapW3CksS1VIFwIkLZGqGLKp32CFeUCId0xuYQRI1cQkezBhQzBfaqddqDHmFFw7cdUkLAxY11usMJHbPNfGKeZrNOsF7izt4Dno0mScdyfK/RJ1SMYp3e4guvvsq3fv8HXL5+hZN+m4NKnXKrz5Mbl/jc2jZLCzPcO93hrNHC7ls89/zTnJwf8q0336duTvjSy9dYTKfZbfeRQwrL8RB/8N3v4MoJiqk0X3ztRQ73jqg2usSSMVwPHu7sc/2ZC9x/cJenrnyaL1+9SC/k8+N33kRREjzYO+apV65z++YniKbI1Sc2OD36GEUQCc0s8tGdXRRlREgJk0lsUK+VKWzOc7TzgFfXi5yPDNpqAXFqUIrp7O4/YnE2RUiUmU4cEAXK1QmLc/Msz06J4vG/fv8BT2wuIYoun+x2CQkxAm+AFEtg9sYos0m0pRlm6h22Lz1B/bTMWlTFnIyZplP0hlN+4ekXieoq/9Nv/RZSOEL5tM6nrl7hYNCgXa/xz3/ll7lz9yM6sTTn7S5hSUJX4xzVyoiCzlPra8ykI9w/aTC1LbSYxX65gujHqDWqOAkZ1Zlj88o8R9VzEtE0F2Zn8IwhB7VzMtkFnli/xM8/+ZCBZxD1wlxYWGHfNKj2+2wXU2C0iUV1bt/fYf3qNjc+vsVcNE4yOctc4HNhqcDN5pBao8nzF+Y56Q64cXKOLgcoYRVbDPHF/4u69+y1LMHO856zw9kn53hzDpWrurp7OlR3z/R0cwLJmdFQ0ogkTAEmbcuQBVuWAH+h3JQoi5Jg6INhCLYM2CKUaIriaDiB5CR293Surlx16+Z7zz335LjD2XufnfxB/gEGBgZm1o94H7xY71rvyhquOeBk0KTh+EwmOjE5IBpJc1o757lLl7iRW2KcCnh26SYfPb6L6mpkI0n+bPcODXvCupykLHhYUZGRJxMXZ3jS6XJruYSh9RALBc53dxnWmti+SyKlMPJkPE+FaJpYKsXkp3QAPxOFMG/943/wVmozjiyKiGKEQrnEZGqiDzTahy2kTJhav0lUVEjGcvTO2uRiHrP5MFPXY+RDrpxibWWZDz7dZ+qG0Kcu8WSaaCTCxJ3iKxL10waVZAHXmbKxsoQQCgjl4vTqJlPHQoqESWYTaIMOYUmm3erjWiZLC1muXN3ksNajWk5TUMLIioDlGaRjCvoUuqpBMipCyKGtW2iux9rSPNFUjqmtoZk2hi8TeFNsQyeTzXPWPEOJhhG8FHgCuqPR6XfRdYf+xMJxTYKJTb2hYvkirmViqC6eMaRQLLJ/UGc0MlgrFKnt7yPHY6iDIaPagMVKmYmpEkEgKUAqk6RUXcAyLHRbpzJTAdtkaujkEKkoMjnFQAlD+3TE8OlT9HGbbKmIlMgjxcMEts6gqxKJRCgkZL765dcZWDahICAd8vBMDX1gsn+wy9rFWRLxCLPz83RHA9JhCWPURYpHyKWSbJRLJCSJUkzhc9cuU8im2KoWSUYitLp90rJENZXk4eM9QiGRuUKRsDslpohkkzHOWwPq7THZXAbDMriwsUE1l8NRorQNh7lCnlgyjVDI4GRT/MHbP0RIRhiLEnUP5tZWmC9l+PDRfZpeiNbxKZ4c4kG3Tch38TttIuksT+tD9o4OePD4Hk5YIVGaYafXwhRDNE9PiKWTjEwVwXM4nxgcNpvMKGFOT+sEbYNULsG5OsCZuGyvVlAnPbqWx8DQWFkpUjs/ozK7QiSb4+N77zEYt5ElEc+dUm/XsUyVS5sLCBGXs9N9Lqyuc95v449HbM4UCLkuhXKeuaUSnVYHdzJBCJkUZ+ZwfYFMKkWjccbsTJF2vUa+WKLd7JONJpjNxzG0LrF4gkwcdnc6hMSAwkyZqJwiH5FZXynTPG+yurJMx5jgCRFWkima/RZTY8BMeYbddofy2iKd7oBWf0IskwTdoBDPMhwPaXWHTBwR0/CJF2MMnQm5dIFmq4cWsqgdnVJcmMFQx1jTEIQjjNpHLM5XOGx3wPVQHBHbspmfjZFOFJh6KpZro/ZGqOcNep1zIOCs2UezLdTGMfKwQ2Vziwk+2xfXkQQJyVJJCSahSIhQMkYlE0Y9axBTMiyWquTnC4wiHqOhxnmzwdYLz/Ho4R75eJhoSqI7tkF0kA0V1zXRDJ1ua0A2FiISMjneO2VlaZNBr00qmqDh2px1u0TSGX74rW8RTCdogc3i3BzlkEerfsxoYtPtdskqYbDHyDmFk3aLUbOBOzWwjSmyIBESPTx8YokI0XAYAQ/7weinKoT5mQDAb//e338rOicgFRM03Sn9jkHdnJJdnmFrvkpT98mubGKPDULjCQvLBTTDpD9ykJQch3undLwIe/0RARPkACIDHSMQ0KYxGo+ahEchsCxWLswQSkQ43HvKxtIiP/7RXYRgSnKhhB8TCEIOsYnJeDQgVs0TScVQgygfPjkmkUkwbEzRRJVJ32SgBpxOBrjdEbXHDfI3Vnn0tE7KVQhJFh1L4uGn95nZuMFp28YWRBzHopyIkFREzIlKb6+Hokhot0+QQj6JYgoTmdaHJ9woRli8tIIU0tnKJul6CQTHJh1ESQgiC3KY5Ehn6eIKmjQlroSIxhTWX3meaTpOOQGFVIZI2GX9YpWmqTEYa1wty5SiKrKsIOhTEgsmYi5DLRyjrqkU7TxiPMa1X7nFTueIuBUQVgd4cYXNl6/SnvaQtQEnHz3gpKXyeNTjIBvnbOoRhCU6IZ/WxRept9pUxSwZRBxpihxJsRxNE/YGDJSARGWdQimGK7ewTz3ClkwkKmC6Fg3DxI8o5MIJUopMZC2FXK6gjJs8aNU5M1q0Ok+5Y6h0IjF2tSbH0oiRWqc/6LObvMy3jp6y07rP+eCE25/cZdhUcR908XsG5+aI+3dusxD1+fTtHxENiyyWfI72RkyJ8OKXnsM1xyitx8xmPWLpBDutIfXzY1pvv8fde/f42q3n8EZDxLBHVvI5+niXUa3BQsomLga8+uwqVjzF+4/OcAdNZpYiaIFJVOsRxeRha0osXSVPhycHOwjdBkUlSSwxxbbPiCwu8fikxrXFIoNml6NwgseeRpUo02KSUTTGwaOHfP256+wcnqBGE8hShNEwwn7ToPH+ffTeiGouhNdr8+z1lxhoY3q+QN9SSLhjnr+8xFE3wl63h1iYpy/m6JkWqbSPEhE42K9xc/sK+8dnJO0c+t0Tzv0zgswybT0gGOvIDnxa73GuQ2gcIEx9hp0+lWyVqBghm5HZsOIMjo5RkzLHdY2eZ5JbLhDqGVxYneW4M0RWsrR6Q0iIzF5YJB6N0zs+pZjPsCBNqYgulQvrzBcU6o/axIUk/VGf2a1tsskw4dCUXADnT+7wtV95DlceMN1rY4w7WLLHnGhzXRggKS4/uLtL/dEOC3NZxGqRedtBiZicd1s8enhMaTGP2T6iNOqhjc+w/RTa0YjtlMrcRCJ28zpPa4fIvoOVSFFXVTZWNhHTFRq6haENUeZyDA8Oee/RXQaqjZcRmcSnOCcW3ScNplGH857Gwvo1VMEn5445bdY5b/exPY/lVJJYLkfcbLKUDDGOxFG1EcV8Cdd1cDwN57H18w+A3/lHv/NW5EoB1xcQjCkiHlNngj+xERwPRZHpnNXQOh02Vxc5qZ1hKDIhRcEcDEklUkzaGjEXonKAPlaRElkmnQ7ZVBzFNaluLXB2csj25jL7T3YRowr+dIJ13kEXIWQFFGQFt98jns4x1iYk4zGGAxV36uIZKlHBR9UnlAWNcjxKpzOkmEyQimfpqyOkZAxvMiUmh6mWiuSUMP1Wj4Z6jh9oJFyXpAQxCYIQJLMpInikcmX88JTK/Bz17pjlUoH15RyJtRUedwa8cuuL3Ht0yPHIIsGAyzNFAhzmLy6wvLXMXnvM0HSIy2Fs2yfie0hah74OtmWTLQSIEhycm/S1CRcvbTMNFFrqhGKhSCSq0O2b7D8+QJzY6MMB48Y5IXdIr9FheXmDYbdFOZ/loHlOKRYnEsnip6souTKntXMSZhT7oEFWEsjG4iitIZP9Op7aQncs+mZAq90jk4kixWQmhoGuT1AtDdXUyabzCIk0j0+OkVJx+rqDZrjISQG5EOPpyRmDwYB+v8tQm2ILEtF0HMHSOT89odMd09g/YWWmwlAdEZro4Gv47ROSrstaZRnRdinN5MmvVlGnQxbLSQ7OmmhCFDcsIskKQchGH3UoFqscnJxy+dIaumkwdgO0ic72cpWtG5eplPMEls78wiwntXOqpRniiSRiXGF+cwMlHMWYGtQbXUK+T2kmT6RS4vCkRSlVIZkp4Og9ouaIxP/bh52aX0INAkKxOBMvjDr2OTs5pTQ3w3m9zWRoErIFDNNA7ZtM1AnqaMjNV97kw4e7LEQC1HoNXYriTFQiuQjauMOzz9/EjScRQx6OPeXuXg21ec7zt55BSuR4eFAniKfQOwP6jw6ZV/KsV2b4ZHefC8uXUewAPRKh2e2ANiYlRykWqtiDHovZKulEjsTUQDZsjKlMPCbjDVVkUhy0TzB0h7W5GTLlBGYowDcdItEAMSQSTGQqMwvUj9ukohKXr10lCAQ6h3epFnPcvveEL3z+VXaPa1x99fMM2k8o5zfRWgd89jPPcueDfRRPwHE18pk0yYiAGAsw3QnxcIxqaQ47BLutM0x9QHFhhV3Do37SpRBLMvZdtI7KTCVJNBGh70vUR2NigYPvC5TmL9KrtZFtA8PRmb14EVUSGNzfRa8fc/XiMtZgQCWZYVA7oP3ohGCskYqLzERUDqc+ZtdAcBUGgxGqNSURTxCNRxDwyEaTtJqnTIwuN2YusXNwTDGmEA1cWqMW8cAhk0sRm50jl0wx1jXMbg/btIim0lgP1Z9/APzeP/37b8WuZhh0uohBFN0JSMaiSK5PLJGj3W4SCyeRI1kqywVGvQGiG5CKJhHDMooiIgynzOQq2GGXaDyBGxWJ5QtM7TGhpEdLHRMvFbH0EZViGV+QGapD/vpX3sC1NIrJLJ1mh+rsArXTOuFwFAcFc+pTlgWuLMzgTiykeIRyIkRpqcJBrYEUihJNZhmqY2zLRJSmhH2XjBDDE01ml1aJRBNszcyQkCLohsqN9Rl82+Kkb3J1e5tPuxqplMdKxCIrhUlEZZxYwH7nHLPd45MPHlOvt1ishtlcnsdUAqKVHD++/4BDVWMwtQmEEGKsyFFjwKsvPINlj6n1PSRFYah38GIpJjqIzpSTjsqDow6abjOVwty/o9HdryGbMr4m89pLV2m3OkS9ObbTC1iGjhZaYFGsELGS9E76jHWJZlMnE5FYyM4ity1+9XOvMl+ZIeLGuZBRmPY1KgtVdGBkjMjkFQaiQTxb5Jt/+B9R3QFNbcqTew38copja0xIbRBiykmjSSoicjg6Yldt8OiDD3h+a5n/44fvYMsRdvePSJTKzOZk1goxZiSR1WKV20/us7Y6z9y0w0wqwjQIkJJx0uksuUqFXkSnb3dYjEu4Xh8z5BMWItRHGo4gM1tI89y1q7i6heC4TMNRnp63UacWbgD3dw8I+Q7mVMXIZXjaHpCozvLuwR5uLIsnyjxpn1LXTMxQgDnxeOX6NrJs84O3d0jFZ5naAzZWl0lmksjpBC0zTmlG4o9+8CldScKyTE7rI2aKJUKmz50/v0s66vHcQp7ZIMwH9xromociiERiWX7wh98jKsH1lRSxRIRBu0vMGTPyJZZXl/jJo0+JVAtMtRD6NMLYmjJXLHBQq/GgPaZrSWi9MdZphyvLN9g7Omd+Yw13qDNptfBDLv2ehaykiOXCzEcylKIZ5MAkXirjhZKkFIdsWiQsp7n/6ad88c3PM56YDMIevgdSVWYku1zfuMxMOc+Tw2NEIUltr0EqUcRSA65eWEQdt6gfN4mLMbKJEqP+BEkIeFKvc+/pKTc2t/net3/E1tUvYI49wp0ul+ZniKYElKhCS9W4eHmd/Z19LEMgVM1RbzcIj0Xa5zp3D07QzvtEhgaCZzNRO8zFYrRiEfYbPXr1HmvFDMe1UxqjKREKXExWyXkSghyhNe6SCBdZJsHC7DI9N8AIacyVM4ihJK+/8DnknsZcocrpNIyoG5iPxhiPewhjgyxhotUcQ3PEciZHGJtKOUlSlMnkX6ChaWymQiRSeRqmxUxUptGbcmaHGNaeMul75LMVCCRcQWK689MB4P/TO+j/v8cNAirxOMmohOFPgRhiOI0dkjk+PiaiJFAdC22i8ujpAalkHKPZJheOEI7FSZfzROaSqOEJrhSiXC6DOsYaDbBFEUuQWZlfxlZt3HCSvXaL/tggV1rkX/74PcatDsnFAgvPXaW0sUE1qnBpYZaR7uB7AZVynqcHh0CEaW/IUIix3xlDIsZECaEbA5IJCT/k4gkKmxcvMfFNxqEQp6bB+YnO2eGEnbMOiXKFs7NzLFUnBBy1exSqWWYXF0ilZeJRCymbRA9E5pIJnltfIBEVWL2wylIxijFVULMVHjX7TDseatNjoVCgnEvQ1Uxy+TIf79d5MlGYuh69scFp3eaDT4/xBIX2eZeYkoFAAtXDHfqsLF+lWl5iY36Z1ZULGGdD9Np/Sgc9fHRERkqhdkye7rah3mc4MPC0Cblej1IURuaA2UvznLktuq6OmEtzkJAJr5UYuFOuPHsVXd2nUgjx5OCAUCLD1pWLbF6+iN7pEuoNGbT73HvnXaRxi2pCotNv4HkajUYTX4hTreQxR12S6Ryq2uHS6izto0O8eAJLDIgroE66zM/PMtVNJuEkj8677BkOJ0g0A5+TUY9AEAmLYYRInO40RK6Q5tpmBfvxAGc8ojcweff2I0baiJDjMTxXiQgxpobDxIZwvMLOB3vopkt3bCNlZ3hy3mFi27jnEqwCAAAgAElEQVSBhGX5BKaJNbWxLBchmWFnf59yJM5KvoKhjQkrHu/dfo/7TZVzN8KT9pA7fZOrzz7HQibNYiFDJSXS0zr0e13euH6Vr3/h87jRKeWFLByNSCQUVpfnSIsiz15e48svPsNPdmtEZlcQfYvNzU3oDemfD8hmc4R0nWHP4bxtYg3GWM0Bw8MedneAOPWYDYcwHRFXTiAuzfPxcY24ZrI2lyXICYj6GLfWxHIsQvMRPnp8l9Wrl2kbTbp2j6Mg4K4+4KD5lEg8Qscfs6s9xZdcJgwYMqU/nfLunY9479OPaXU1TC/E2tYCU0OlOWgyu3gBr2+ykk+jGhKaruAYJrFEklFjyKW5OU77NuXFZT54YnAwFFi/tcHM1QUsAtqjEXK6wuODBlEliqEZHO+fYYx0RgcdJoctblZKzNgqN68uEY173Hpmi/JcCtlVEIU45UickhQmnswgyQr68Q6yHKK8dpWV+W3SoRBxTSS+uk5fiDKayFRXNjEk2O+M+f7eKasv3eILX/2rNAdR0k6MgpKAKVQjIUohn5Qkk4zGMcwetjfhtD2gp/rsteuYpsm5KLLb7eN1TAI5T/ugy3jvnIEuYDVszjotbMdBCcs/tfb+TKSAIpVYkHglRVQKiEph1JHB7OoST04O+YU3P8ef//E3ubi9jO551A97VBfmaNs6UuBSTKQxfAElruCPNVbm1tg9OsB2E/gYKNMWxUyOQ13HE2TkqQghkaki41sWhUBCzUUxRioMelyfK4Nnka3OcNRQqTe7LKyViIZFsBME9CknUozbA6LpLEPPp2466BMDyY3iTgRieZ/lrSKj4zH6NIbdPUIRHFKLC7hBQERMo+ojLmyl0eo95mM2B12LoyBKuVpk2FEZtYfMbK0zGKvMRZMIrkPXMBj2BkilNK5hklFFfNPDjQsE0QjW2CYYj0GfkLtwkcEHj6AgsrJeontuMI2USVTi9D+8R7KwgOcYzKbSBIrKyuwyVrtBebbC4tZFxs0TonII5fnXUUcqy6LGIJ2iIng8bfV5cNLni2++yr3dn+AR5v5HOyQyEm7Yxg9kRraL1h9zYXMBFIGSLCJPfb734S75ZIaMZWCHA5KpMNWwxNd/6z/noA+dH38PISHzrz7d4zMXb9Ac9TkaDHm+lObmhWW+9a2f0NfarK3NsLGyTFNtI8kxdndq+IJLEASsrFxEDTs8PutAQ0MSZBLumOVKlku3nuVpowF+lNsf3CFZLBFIIeZEGcOwUTIeEQLi8SpLFzbZ+fgnzJYrWASc1E5YKpSIZBMsVmb49h9/H8v5TyBQxBh2fcT2ixVaDmxU8wiezWm/y2o8ytWlVX5w1iOdL9Cp14hWq3j9JmlbZ1rIc293xGeXFRKxMI1xQDZfoYVAMHVZycXRJJ/aWKS+d85zC2EGk4CMr5KMhDmeBqxe3OLgzn2UWJr9YQ/J83lmJkd5ZpE/ffsBS+vrPPzgJ2xdeo6nt++Qm0+yMFPi8MkRa9U0PT9G71QgKSYxzCnW1Oal5wqkliO8vfOIlWwZ0XdQyjmUozrqUhnXCDh9uEduqcqgrZHMZYguF+kftlkrFSAVUMnm2Tk9IeVOsTUD04oQFxRShDg8b+CF86wsbKC7x8xnL/JcYZFcxuRO/4ixIyAWo+iuydH7t9lYnmfHaNN64nJlawPbbGGmwJAzaK0x4emESLVEopwlPexRIsRIFbh2eZ33Hu0SFl2mgYOUm0MRDUyjzez2DU729+k83Gd+ZQEnGaU7tBjvdYlPTWZXFolU5xmMGoiOTbMdYAceCdMnFra5cqGKaOj0XY9RLEo+ksP2PGqne8y2xrQvX2LS0Yknc6jdDolwmOFUZ2h2ePW1K9QaPYyRw3ypAJbMbLLI+zsfIoUcQn2XaDbFJBVm2LGwhjqfff0CsqBxPrSoaR7aH/10ryB+Ju4AvKmDGA4RjyrIBCyvzTEed1gqJfno9gcsXlilNx4TzxbIFwvUh2MKxTS+reEGPtZkCoHCVHPp1M+RghA9PKaaypdubKENRohjDyfwCYdktH6HTLmKampc3driLxqnlJU00eyUsOgSqS4ytgxm5zOI8RjJCCTCNqeqRikRopTOEJg+YjwFYxVjYiMGcexaCxwPP56l9rRGRskxOKkxU3D4wudf4P5xD0dO8ODRIfG4QuBIuIbLMy+9zMmfvk80iNI67lCIlhm5UyxdQrAi9JqHLM7PMewFxDMzKLrO0PAYTabQGxLyigRjg5CpkQzLxEpVyoHAwIKFWJorcyvo0oSHD44pJFyqc2lSYQE9XqFaLnDhWo5YpEiot0IoDGalwrVrl8mH4e3THmf9HgtrCg/rD6hnFolGEtzZe4dP+8dsZQXaeweEslVOdxq8+oVXeO/DDygniyCYjBom7cYx/sVFIpEcgaEjhXzOehoTd8qrf/k1CEL84R9/i/rI5tl4io8/vIePyNrqEu/+wUeUFyr0a4cMZkqcntdY/8xzGOKYI7XBbH6ebqtPIiHRNx0S5WWOB2OmoYCCL9BXbVZm8+TjAqVqhmF/RPOkgac75AQRezAiXc6hugaDscYrz7yAEng0T5oMzo+xMWmM+oRjCUzHwY8odFtndA6OmF9bpFDIcXTWodsdMzMf5+WXX+AP3v+I02aTpbkZrl+6znIywWdfepF3/pd/TkaGkSyy/8kn/OYvv4FrjLjdOCM6Nrly7SZPjo/YvPYstbMmISmEmI5wYo4Ji2mOHj6BRJqZixs8+N77rF8qs7mxwp/92x/SC47Jyx6xqEBw6lAq5Wn3LcSMjqaqHD6tsXJtk3hcgJCAnE0TX5nBOj7lxjNXuGMKeLVj5gtZDMFBicRQlqN0/AGV4hy2KODHRaaSx0a+zJ8ePWGuso6hmUT0AStLC9i2Q+1on7iYZHB2SmUuybk6wtY9ZufSxDIx9EkSfJGMr6K1POLzGwiSRDqeZGJ3iOcvkCyV8Ib7eKEBjw/GoKSZW5olGpOYWikS4RZLGwmS0RU+erDLxNJwhi1WZirURyPGto6oCESkMNlCCkmBvt0hni3Q6bp44yMurs0RkODdt99HCScoVOex8SHiEQr7LK4sYXfPyM9naLkqxdUiRrNOuj+mcmEFt+ESFkziCYl4bh5PM+mf1ygvFui06mxU85Tmn+d490eo0Rz6BIphqFQy6H2Pm9vP0Oi0MByBSChEWO8RhBJMVFhOFPAFkcWVPFNP508ePiKSLpGyHGJxh/O6RiJbRTs5/qm192fCAcQK0aDyjRKZdBxD86n3RsxXZgmmU+REjHq7hUiYQXdAIptEN31WxQnZaoUTTcTp94kmYvRsneszGWJCmCOzT1iQKM2s0etrBOMhITmM6VtcqCSZ1E5RChUeDZrMCxFSlSXe/fQDNi9f4PBsTESOkFBC9FpNXry2zsjQ6AVlZlM+949rSOkUE9WCSQinOyYWFlhJKkx8m3QkQ3vvjOgz62RiMYRRj43LF/nBJw8wh0Nurs9Tr9XZ2LrOQafGxPZJihKeBNF0nrv/90dE4lFyN1ZZm8vy+pVlJiGRf/3tj2mcjihObMLZOIZi88qNa2Rlj9rxPjFBorKxjh9NMmp2kC2HeDZDfHGTsGNxs5ohVykRT0fwfZc/u/8Y2wlo2jqSKyNnynS1EUdPaiQKFTq6Tv/Rfb742qvUhS7aoMndH++B71HIQzUfY6GUozO1ycyv8vZ3f0yivMDQ1LleXuJUGOPcPWZ9s0pQjtLtmbz8+kt0Ow3OnrYIRIlav43V1XjhM88iDrpkkmGsRJKz/pCEANFUjnajzm//+jf4n//ZvyD54jyHOz2qs/MMtDZyZJH9937Irc+ucO+jM6z5DZxJB+m+xeyyg16dJRaXqWYdGuMhcWWR3kmHhBhGxOXV5y/gOhPuPz0hns0RTRb4ybt/watXl0jHwjwcDjHDSQQhQcIJsb/7hIuLM1xfWuAjtcFJd8jq8hpn7XNWkms8/vgOpa0U+VyBByfn3FjdIhhZ/KWvf5WPv/dNBFxOxh1isRjp0iKt0RQrFCPx/vdpr22TWV/m/PAei7Mz6EoawjGauzVGh0d88fXnOK4dMpcuMjJ6jAKPse6yHCnQ63foRwOubm8w+fgxLiHuHdoQdsDTSSuQreR45rkb3PvoCQPLwUBloZolkcyQTnlEp+uUKmlOhw8Zm9A2HCZWh7JUYO/2AblLSww6x/zyygKDRJKR7TO2LVK5PEe1LgQO5UyEmKBQTUjMzKT55NM6ohLBkXRev7hN0pZoOR7t5hkFKcHt/R7VlUX6gwalapRcvsy9hy3klEi5Eud45xRdn/Day7d4eH+Pdt9maSvgTPcYDlusuj4bMwvEywqZ8hy//2/eJVNMUVzMEnhhYoFMJB2mfXjG7umIWCTKa5fXeHv3IRtXr1L/+AO6Toj03AK6ZfPslQ2e3v0QpZDCESW2EnEUx+dcDbEwM8M3nlmkacj83p9+m8V0jJuVWX68d07PmvDM3Ayfffl1Hr/9LQqlCv/70yj/TXKXb9oxBn2VX3vxGVTP5I/ffZ+NjQ0src+g0WZpc5uBZ+N32nxursoH+xPOzAiXL1WZeD32j3q4tsobX9zm3qMmjQ96kIuB4sBPfrpKyJ+JJfBbv/e7b2kzMBm5mCONXD6JZcBgYKJNBjijASHNYGG+gu2DMAHdGaM5Dkk5i2TbFPIK8YhAOZEkGY3hhRy21ld55+MdDCtEIRej1elgWyCFYGIPOemNEdNzNPsTTFwkOcJEtXF8EX+q0Lu9z8pykaYxxA0XGRpgCgHFbAklJtPfO8HvmMjRNJ5rgesQTecxegZZKUbXMmien3P92g12z7pMnYCg30dxQRAkMnGJymyZ+VyKfCoOc2t89HCHlbCEZOn8wm9+Ay8qMtUdjo/bxBIyw509sohcvbhO0lcpSh7Fcpa15TkquSxbVy5TniuxMlNg+8UXUCol1KhIrXnG7NoqPzk54/HQ4LA15MH9h7i2R787Jp8sc6LrNPsdyraD2j7jS19+jfbRU168cYM7e/exRz2SUYXljXU+c/UCedFFTEZpePD4L+4hnFpIMTC1EfrjM0YHXa7fzLN4fZ2dJzX8To9ROMqjeovEYMBCvsT+T3ZJBR6L64uEVYddtcuRbpBJzlIqlHn/x99HRgJi3HnvU8oliclJh7P9Dp3WiFwsy0DtMLO2yehYI5VLozeOWRPShFYVhFIB23NJxuO4hBm0RsSTaYRUjPzMDE92jxiYHpIT4umTXa5fXaCcFbEdn/zCAkNzQqFQpX4+wDitcamcoebYVGWZwNGxfQFbFWjunDLojSnPzZJJRRAmGvMbWxjqkFs3n8UTw4zFgEa9jhhO83ikky9m8AZj7r67y1cvpBnlN4kXiwR2C991OWuPUcc6av0MJRamubePo07w1SHDVh03VqDZ08iGp1jjMe3aAEWJsbhYYeLYNPUphUSGiKVy/doWnjPF1yYkYzLmxCbq2Ii2ysb1iyjagI8bI5zQBKnboH+u0+6NyKXjtE9brC+sozVPEPD58o3LfFJrEUnn6E90mu0B9lEft2cgzZRIJ+NMfZeW49E5GiLGFZRMDmdsUU0lOe73yJQX6fYGrFy+xMSxQe8SiYo4okS5kEOQfI7O++idAaIx5MbLX+S0Y1ERuvTlKK6hsrWywrStMmx3yW6tcdjs89Ll67Q7Z/ieTz6cZDZbwhMk6oc1iqkoE08gWllm4PQJyQ6jno9j+dhaj0wyTf1sjJxKk0xBJJWmttfGb/YwBj2GjocSm+HjWh9R1JiPBmwm4xSkLI2zM65d2yYqCBzVG6QrOXK0mPo2p3qIYWfAWIkQZAo0Tk/wAh9XmxIeGfQDj4YkIbe7ND9qMbO5yPFwRHl9CdVx6BydIIdCtFQPQ/Vxuh4EJlgT6PLznwJ66x/9j29tfuEqnb5GulSl3e2Qnky4sFDG8McEgURlbpHj+gmZVIRRt8U0kqSSzpBxuwycMaedITk5xXF7iFQp03ZN7j46x50GTNUG9shkXOsQinjodpj0zAaaZaM3bfxIka3lFK1mHV+MMem6WDt1FMnHK0fwhBx6fcLYGWDVRmi1Ju75AMtwWd/epvvgkGx0nlLlEtrQ4Ob156ms30D3LGKxDJevXOad77/Dcy+8SmZtA0rr5GYXCdlj3vnBHVaXZvnBD29z+OCUy/OLXFyep1xKUbVHPPjOn5GIpvjcC88jt7p88TOX2bp1k0QpxS99/hWS+QKpq7d41BhQXprhk4MD7j94Qv3olMdPHtM9OqZ2VKeSShP1QtiGy8HjA2Io7J+MMOUYcW/C06dPSChx0r7EYrmEqvZ457vf5r/9ypf51//b/8qtr3ydWq3Dlde/htWzOBloPHFMbq5fRD8b0U9kuPm5V+kdHPO5V15BCdm8/gtvMHQhHZtnPlzGGI+pH3aZjS9x6+VX+OiTT/CIcuHai+w126SSCaauScIKCNUbPLO9wIsrZS7MLvAfd3b5wm98HeQyy5eeZ/7KRY7Ojhnc2WctUSaQfdY/c4mJ1iabirL1yjWciMvutx6ykMpw3BhhWTLjuydcT0VQ/B7RYoZxa0rQ1ck/s8rmYp5Jf4QQSeJE4jzePcVVPUbtHuVcmnAhR3R2DvXpDquzFfojHyNQcGyX1eoiSrHAZDLkUkRieWONj3/wZ1xcWiEteRQyAj+5fZ9wMs9Je4wip9hSfF5YmeHwtMtv/tpX+e6PfkgxGWGiq6RzJQ5PT4lHo5j6mEw+xVe//mu89/4jXvtL38CLLbG3u0tg6iysLBCLhplbmUMUXXx7SK1xzszWCv1hhzdfeoFSpkAoVeD28T5z6wvYbsDC9ibZhRJ7BztYM9ucfbJD/fYpr7z5df6zr/0aw5M6xiREZWmBuXKYv/6lN7i+toWaLvPRnYecNIfEk1mipkPBSiBbDs+vlKhE09x9cszJ0SlyJMXUd7H7KuJAYzaVxPPg9LTJ/lmbe2dtBoeHrCznMSc2JV8gOtU50VQy2Qpxx+PGzQvsvPsnFNGpTycsKDE6jSnNe2esZdP8+m/9V/yb773HpG9yfbaKftZmKb9M77zDc1eShEUXX5GwfIdm06WhOTxXzbCeq/Dg3TM4nbD1i89QPzngxcurTEcaYzWEbwdorSara8u8+cZneXrvPgnifFzb5b/fmCHc6dIzfMr5IkupMNFUhIWFZf79v/sT4pEkBWGEYQbkwgK27XB62KP2YI9ovMhkYPBLr/8yYyfGajFB4nyHQrLMlV94k4PDNnJUpO8OSbs+k24POZNmfL+Bc6AhZW3CSYHkagFrx/j5B8A//mf/6C09qSHFovS0IZ5lMZ9NMdE7qFOLnuEytnwcXeXypXVCgGMFyNMpc3N5uq6FGySxLY/C4gJ7Z3WGoz6eIxMSBFLxMEUpiyzLuDEf1w3ReHKGPZ1iuzaCPiFk9xiOVKKpPNr+GcVYmM//1V+m7Xu0Hx4Q93wiOZm0KbCwvoU4DUgnYwQxkbAHCV+i3m5zcX2e/f2nnPa6bFxaZupO2H/wiJe2LnJ8dMzdp0+p7T3G7pyjiFGa9QHLV64RDqfYyqVZySXYunYDIZni66+8zGo2y/L2OqIikvTDZBfnODFtgkSMoTVl57yLG5IZ9XtMfYdAURBiacRYhjwCK7kKxtjGHI0IBmNSQpiI5LO1scrOWZuj1ilXblzClUMEfoiwIGO4DrasEIomubl8AcsyGYsC45FB35Cp39/Bm4wwfY/PX3+B73zzTxhmFCL5LNsz60wmBqXFBAubV6nVTRh6LM2WmEgBC+V51MaIJ406vuASkpMcPK0hRxR8c8jF+Tkyboh/8Hf/FscnuxSTcZq1OlauSCiZ5c/f+QTNDdFsnTAetmHgEtIdnnl+maky5d79R3zlzV/io8eHRKchZtM5PN2kfn7OxpVLtD4+5bXtVX7lN/4KYrZE0gm4lElw0N4l4alEUhvofpyI5FFJFJhOPALfxvVMdusD6rbEm3MLLFze5oPTDnZYwXVVeuMBHj6iNWJ7tsp7T/e4vjRDIpJDiKdp1E/BsNjZ3+fGSy8gaTob8/Mc1OtcWpjlxVsv8/hoj/m5Cs7Uw/V9ztpnzFUquKbHbD5LZ9AjFI3zcOeUkw+fEElOKWQTKIFCNhvHivocPN3l1197FVszqXUM9MmYfD5JoVDm/uMDLEkEJYqAxJiAp2d1rq5u8f6dB9zILdHu9dg3BzzZfUBellFiSQ6OdkgpIcr5Ik/3z3gydag/OkSQY8REAUU38b2AfFbhjY05lgrztAZD7H6HseORiyfQ6i02ilnCgYsvSKjdBpl0HC0U4YVr12iMB0ixOEVFZGpa1DR4/O6nfOnlZzAsndcur1KWBQ5HEeYEi7t7Fk5L44XL80SUBHduPyApCtxY20SawMbli9w52mXlYo7bDz5l6kpEU1X6gwnuyRF/+darfPT2bVTDxdVtEit5QnKIahyMZgcnnMMydL7xS7eQ02liQpzBgwd87aVrHB7s8Le+8kVGqsPd0z6DRJpoOgaSzNF5l9O7h9y6eY09Pc6aa7K0fpE7j3dQnICw5aEd95DDUabamK5psV1NUZj0scIZfvzkmOfWrvLk8T2EaIhL5TJn5+f4EQnZNykvVhnZOtFyBg0I9iY//wD43X/yD99iJoXeHbNRSbKYDqMKYeomjJp9VktZ4kaXxbSCetZA8hVavovmWqhWiIgYJx/1SKcUBmMHT7OItz0se0AqW2a8oxLPKDR1FS+UJ6rATK7E4Fxn45VLyKkkz6xcJT4S+dLmDS5sJnHzCro0T6hr8bmbW2xsLyBqY7xSESWaYL0U443lPBHTI1EtUF2XuXp9iYsXLqNN22xfz5EeGXgTg4vra2yW0vzNl5/lv7v1Gf72sxv8teevkFtY4eJKgZlMjOVyDHN1lvOoQr95gj8zy+/un2HMV7n76IBRrErNGtCYDLm/c8hkYnBmG3T0Ab+xXeZrN7Z5vNulGE6x26rzcavFC9ffZDiVMekQS+Wph2a4F3L5i6HKX5x0uLCVoawNOLEUjnoWbaNFOu5QDFmEpj2CiMW/PxyycOUGl4KnrFRiXPPOSPod/sNv/w7Z/WPejcp0qxV+MZnlc+USXSnE9sUtOj/8Ht9trBKX77B0dZa7h01u3XqW3/+/fp/KK69z+L0/59X1MoEnUJ6d50LQoyrLNEwRS4KBnKJ07cv8hx/+kMTsPN9/r0ntpMN//flnOf/+j0g1NN64coNkIsr2G2+ydzZgZRIiSQI/VuVWcYsgu8zs9hy5XIovvPwSe/c+4O/+9t/gnmHy7UmM73znR3S6bdaefZ7v/Ze/wcvLV/iXe/ewbY18X2A48fmVX/0CU62N7vvEU7NsxzK8u3/G7fopZmAQsztsFJfISEWuyh3+3t/5L/i3TyaU4hl+89UXOW2ecLsjUdPiBLEJqZSMNgw4nBgMkikczeV/eGGT7/75d0jOb/Do8SNubK6gdodUS2VSvk8qqiDFFJayJcyjOguhCb/1xc/g9PZZmVnn3ffuMPaGuAOTsCnz+uc/Q8h2+NFHj3ipWmRl8xL/5598jzc21rkiZznWPCIpmSfvfors5Ek3+/y9L36Bf3f7Pi+9eYOViMrezgkvvvoLPHr7T/ns1jozxSqH3S6d8YDTjx9y9eorNJ8+5fnqLEvJCrmQwdZGgdmVde6+/xG3rl3g4oUVnh436Z/3iWkhfvGzLxHNKahqwC/d3GBc/wQ7X+LYBqPlctDtYUdcipEUD7/7kK985a9wcynOmuLwz7/7mImyzJf9Dn2vQlKesH2jQtSNcfLBCTPFWeJpiYoc5ur6Bb6/9yH57SLvParRHdrk0yvkA42M2aLemjI7s8Z7731KervK81/a5JW1HNPRBD2+xLGqYbfrzGfS3GtqOGKc2h99h//pb/w1Ptw9Zml+lXPLZKmSYyMm8S/+6B3a4TyaNUTvnvN3/uavEqgdNpUwZyGBH+16aNEsI0/D7tgwEXA1g9eevcpWRuKdpx9SuPUq73/zY4S6xm/dXMQYNFByGaZDFT/vMA40ynIVw9IozudAAsfQ8Y7dn38A/MN/+rtvRVYz4Mp4owljy6LnWliajlKepWsHhBtj/vbnvsy/enzOtDCDcHZEIeThyllS5W0OW2NUXyZfWcR0AxxzgOuL2M6EfCXGqiTy0qULHNZPmCsskUtIpOaz7I7CFB2BE7VH5//h7j2D7LCOe8/fzTnMzXdumDs5J8wAGORMEiQhZlKkJUq2wlqWgyT7Oezzs0hZsmVbT/ZatiXbCpYsU5QokmIECYAAiRwGmMEMJmPyvXNzzvl9MKu2tmrXb99zva3ynk9d1V3d51P36T7975bI8Ao1FKUNSCUyJKo6phYP/q0S1ZwUAHM+QG94k5GBHUyUFEiqWdyVJEapinokS8a7RZNMhTGZo6O/C2tbJ1KpBmFzG6n2TtZyBa6XlPzVxQnK6STBZB6V3YhPKKUokVEMBhDXJdTTadwhL+ZElszMXVzSMmJFmmKyzl6rmsSWD6/CydR6hLVwhTMLQfxqLZcXlthusbB29gz337MXZ6OOlUAan3+DskWCxGRkvyTP8UY9//jiObp3DtHr1lNbXeLB4V3YBoa4XhUzNDBMl1xFpyxHv75MIRRgTWAmEs5QaGzl61sbvLC5yr1d/ch8G6CSExDKMZjtLExep81tQeiQYlVZkEvkOGwarrz3Pv2uZjxSAa0DvYw9+BHOvPoCj+/q52dzMQ4/9SQbS9McO/EUk4sLBJYn2NqIEllPULs5zbBbyIY3gEJrp3nfI+RMdoZ3D+HU6fHObpBX68haGhnctg2HIIw3HmdtfpZLd2fJKFQU0yKms2LmSxUyp9/B49tkTFbDXc3xptjJ1965wUiDBFmygCAvpexbIu7o5c3lGls+eLrdSCXpxSavcahBiqkmIGVykxEp+dyBXajMZusr4w8AACAASURBVM7Gq8zfXSN89zYJXRu3liM4JFmaZGlEBZi6tUhXexO2WoHmO9fYblRyOqPEoFBSSMVRS1WMHPsEr5w8T0pQRte/DUWlgujCeT65a4wbs4sMOvS8WxOx7s1x38AIkdwcXZ0OApe3GG7uZ2e7mfe++yqysWEe/8Snuf36u2S3gnR+9BmWonG0QT+VUo0Bl4fdajmj7VaKahO51XksRhMdfYM41RpSIgkVrQqbUUGyWkOsMSMqVRAKUjSkwiDNIdJJ6enoYEMhxdM3QEu6gLHJwQ9XllnPVFHOr9DRvQ2XSYg4n8Tc2km5ViSylWJT1sCmWUN5MQAyMYMtHoybW2xv7eT6+iJtbS08ePAQ69EI2WicfR4Xq3eukquYaK/n6Ha7uDA9TYNaidxo5KPPPIt6w0erVsbSygItBjvFLSFCb4FCcoGOkT28PxNCJytypLkJYTFLZ4uIuYszlKIl3C0dBHxRItcWOWSqsbevEatUjqVSZnbKz+hoB7t1QWZrjVQ1ErTRMLpYhqbPfpHLvjWO2cFss1M0HeKvv/F9XMoYWWkrrq5Ogssr1DeCaCt1XOEKbQWo6cr46jXkRimtdi3xOxtYG+ocf+pBUr4AGxtbrKajfGb3DnaaG3kvIyRdFJAM+BCmcuz1OFiZTv7HDwDPf+OPn8spiyBVkZGJsXb2IonnKQcjWMoVlMkCX/zMp1gOepmPp6lFvOw8cAKJ2UM45kUuLX2IwpUjFKppaXbRkIkjFioQyozoZEr2jW5DWRcwUMlzxNOI0WlnbfwqP7l/OwqjgVIqzpjTiiMfolmYoF0rY9hmRRzZ5KH9Q+zqcrB3ey/HHv0U8qNPEtVZUNUKdPb0o7C58MYLpLUNCB02xEYXKZmNsxMz3L50iXjQx533PuD6C78guuFHlIkh8G+RqZfIC2tcXLjN6OAQy9dukPD70Wga8NjtZKKbVOVCEg4bQpOBUZ2DSC7IT6aD7PrIR5HNvIsycpdf+qOv897lD9irTNFQTeGr1rD397E8MU4q5Me6fYifnL3IsbYBlk6+yeCRQyxmMlSzXqhU2eVSMuC0EkvG8K3Mk7lyjg6LjoVokMWtBNFMDew21OUSGpOWBp2Ft773EoZ0ls2ZacZ2j5CSplmcm0EeTSCVyBmvm9mcPU+jVI5MLCMr0ZLNpfnCZx7gws0zdFoMyDaX+Obf/4Br0Tyl8Byb42eZj9dYW19DGQwgFmlwOFQ8tKOHXTv20LJvlHJJSqhWxyLPoUlscX7By6VbEwy227g8dZtSzM/m+PvMCQS4NBl23v9RYiUhU7emaHW10uFqorvBzObcNJ//8u9w+vJVHnjgGX505qcE12dYy8gJ5PL8yhc+xY21KPc4FeSnTiGsFyh42hA2COjSqjD2DpHTaNnhtHP9rTdRdzrp7PSgW1ukvLFC396D6HQ13Do5KncH56bm6TAoeOyRhyhvBbnHYuTzf/4nJN1uRnJeWt0evpfVsbV8mwO5aYQKFfp8nD2FVS5OzNJ94hNcm1tl555drM7NcNysZKVYYnLVh+hWiGPd/ezs78BtktCya4jhY3vQ1fTcvXiS4a4mYqk8MlEGrapCWNhASSxlqNmG1e3iVjRFh7sbkUfLWjbI6soyKq2aQMhHi9OCWSWlucnNjZlp8sIy5r5+mvr3gM4CFhMpiQxxMU8+FGLX6HauXbnKPncT2blF7v39L1GYuY5GJWHHIyeIXZ2mCwWNnW4cGimV964Tj6a4b88IRYTk7TYMbhfpcAyVRszUygSbgRBigYStbJq9n/8KmcomwVKaukFOTQaaRjsGpZKFs+/wR1/6PLeCEZZrcuZX/NiNGnq3DyCtSrGojejCUQ4a7QS8azS1N1FLF3n80SdJZaIIFBYC0QQtNiWOwT2sqppYFquIVqQUdVJm7y7zuyP3cnvyHCK7k3hNitHZyTd/8+vkvetImz3cnlll5f1fsG/Ig7t9H6nABLFUGbGwTKfWzsHt91AdcJPotqFzd5NORVCJxIxfWabHYqFm1mKIlYmk0xz43/+QK7dWMO4c4T1/kODrN8GXRDOopHtkG4tbebKL8f/4AeC5P/3Kc/YuIyqRBKlaQ8y7QbtBi7JWZ8fILoYHR9FU6xhlUjb9YdwaKdkKeANhDAoReqUae1MntVQWW72AWlSj2aDCYDahFovpazQiyqfxuJtpcTfRNdDN7dvT7O0boFUlZnItiFCiQKtU0+HxEAnFsDZ3YW70oJJrMFuchGIppOI6P/3gMu+en+TCm2/QpBSzlUgTyuYwNuiJpopkcmWiG5ukgmG6hwfRyKW0tnZwa3yCJ556CqlWgUhYpXOwH4HNjlKtxh8MoFHIUIhEtLS2ceXmOINDQ5RSKQRyEZv5GqlkFmcljj8b4uZmlIP33U90/hZ7d4zyTydPIxTCwQ43/q0NJFY3E7N3GdnRR1N/Ly+/+Bqimoj2RiUtTi269l4ujE/yW089RKGQQmd2sBHPE6hVSZYLOJuaiZVqVKRSMkEvEe8qAmkVm1lPMZ8nl4pjb+xE22Bj197tpCgzvbiBslxFQB1rVx+JXBYtBRzONmRSMa++/ioKhZRmq5o3T79H27b9uK1OFuYXGV9eQpD0YXO7yYukWBRiOhx2FE4HMqMGqbhOSiIlr1GTW71LtRCnxdmIzezg9voMsWyIalVCLBLm0ePbafZYqUuVmB0aTr7xAcmAj1QqSEt7BxdOvUt8a4tt+w+AQozJIEaqEnLx1i0OddpZ9RfQGM2UC1FkMjmDbQ5a3E5srhZuza+hkIppsbvJ1qrE1+6iqlUpGMz4KiDKl2ky2zE6GonGImQqQs6dvcD+A3sIbK7jcTUjl0pYn7jELz/7NH/z/X9kaXmZHQcfoFiDvz11Hqkwx+ce+wi3lnwcuPcj9AwNI1abuXHhKm61iAYlzK+ucejwIV45/R5jI9t56sF7GN21nbWVRX79i1/k+2+/SSKbJ1MWcLDNRSyyxQd31/jM08+ycHsGbUsLdo2UUiqGxu2iEgjx6KPHSSjqLG2uMzbYQ6WcJ5gXEM4Uqes15CUq0nIZoXKegDfIrM9LRVgjm8oSiMXJFHJoVVqE2QJmgw5/NIxCZ+Ta9G263I0ItWpkehOJYIyxXbv5/ksv0tbRy+jYAa7MzyH3eMgKZFyfvEar00K9IMZgtxANLVJMF8HUSt3QwKnXT5LO+BgYO4BEBEn/CjabE51ETofNyMDwCK9fvMRkKMxmIMo2RyO5UpVktUgyk6RJKKRJr0Pd2ERRKEMhlGK1NOILhrC7HNy8dQOdUonG0MiSz8+Wfx1hIYVZUEKez/GJR57Gt3iDTYGQpWCKzVAWtVaMraeZqQ0vRomELpuB9WCIrEhIVlImuuAjHUuQR8LE9Awlu56crIZeDiJxlVggiFWhwWJroFBN4hnYRdnhYC24xtz169SVGmRiIaWlNUbHthEXFgj441QFMopL/z8IAF/5k68+t3+slXoqS5PORrtSyqE9I5itNqrpMnqZlMM9LWhyGUKJPMcPHWJnh5Uuo4IuawsNVRmKXBqLDD72wFFsgKejBWW9zL3DA+zobufI2F7CuSJTJQEpsQKHpZGiUE1Q7KCrxcPslpfleJ6VZI2qRMr6xgYb0RyRuowzU8uEszXW1n1YVQq4NcXxnm6yFjPn7yxgaTBTq4BvcYVek4lBi4anThxjw79Mm6eV8zduM3rPfn44fhacTSSLeSY3lrm4tIpArsXtcJPJ5fEm03QN7SKwtsTViWsoGk0oZSLk9TrZdBxXk5aNaplDO/eyMHGFJX+cV9+5wD0DLu7evEDb4C6W1lfIFWL0D/SztbVFpFSl02zBLCzjK24Sr6YJLy2T9UfYiOXo6u/j5fO3yat13N381/7/uZgXUa2MxB9k33AvDTY9YqmWt67eRm7xsB4NsXv/MLHoFou+efzxFHqpCYtGjUoDocAWwqgXdaZEvJ7BZVCyq6sbT3c360vLfPrJT7AQSTIfjRKMBFhemuM3vvoXXF3YokscpbXFgbhniFRyC7R2bvoTJCN32PRG+OSwg8ce2M1GucqbZ87z9NE+2txGfL5NPv/0PaSzKaytQyydP0NK2kCjXMDDo72INFI2ijlO7BgjtDRD294RJDIRJgrs3rONckrMM489g1QuJF0oEovnkFPibjDCxNIWwmKFQZ2UTqOJq1tbxJdm+C9f/Q7/cnaCrLCGWqaiWlNyxxciHgmjr1fpMmiRyaXopXXU1Bk5eIzxky9xZFs733ztFP/5t34bc6XIff/524TW1xCtTHB0727+/Cdn2dhK89aNGd6YXmfj9ix2sYhHH3uM7fuPkhHXOJ9KU6/WabMZOZvIM1OVYlNIef/aNV67cosuvYFCMkQqEKUqVVOTyqgWazToDcytzeHduIvLZeXGzWtYTTZOXTvJnbSYxPQMD7c7uLm2xYU7c7Q2qJiYX2IzkSScCFAXVhEWpcS1ckKpCDox6PRaFpc3EcgVVAoJTGolV30hNvV63Fo988EMxWKRYiyCS6NG36Dhwo1bGN0ezs7doW9khNeuXkecT9AkrZEIxxClSpBOYJELaDVYOHnlOkveVQ72OLg16+XhE5+hs2WQto52zn9wmXtHdnDqnVMIjDriuQjTN6+zbWAAk8yAUCrFIysgrdew79hJkgLRfAVfOk+tlGKgpY05n5cOg5HB1nYaPR4Ie2mT1OmQiOmUiWjQSXn4kQeYOP0mpr2Hkcej3J6dYymdpK3dQjASYjWdZqDdwvrsOs62UWJr1/DKbBwa6yOWSpNX6zj68BGCdyZoV0molDcI5ZL07D5IKBUnWE3h0BuZQMortyYIzt9AVciQLWTZ4WlhT5uVN2duII5mUMuUhAt5WM//xw8Af/7Nrz+35/AwT3/sY1SFEuQSCVqTlq1IFLtSh1EiYGigC1WDnrLWRmd3L5Sy6PQ6xDIt4kqNHQNtNHV3kJUacNkbSaWzSGsyFte2qIoUBIIRfNEo4xOTWFUGxu8uIG20kvXFCW+tEK6WmVlcIh6N4lLVsEjqyIRSxEo5uWqBbCLGqj/IdoOJ1JYXndNFtbOHN06f4sDwEKl0BotVR6NZy/jtm0RrFd6+eAGTycrLr/8CV4uVWLnM4maEFouJg2P9zCwsIJTJaW60odHoqNQEBH2baMWgbNBSklepl4qIJBKcHa2IxQryagVXrkxRSEToaWpCo9LhseuIRUMUq2KOH9nH2toiGoudPpsb7+oypXoOvdVMMlPhiYcf4errv8DeaEfd1UetVCXlW0NYjEA4ikaoIJn0cnCgk6NDg5y6PsPtcAJP13a62nq5PD2F1uIkH1hlW5uJC5ducPy+E6ytLOJ029Bn04y4nUyuRjna24lcXUFWA6XMQCgZI1cpUU6lyPo3UKtFLEUzdAxuZ9kfpsWgpei/y2I4Rl4spxaPM3lzknKuQGltDbuugU6Lhmi5TDSbJulbxWa0IxAq+fjjx6hVEuRFdsplOWpJgXxNzMi2PirpNNkKBMJR9nf1MtTaSqKeo0ErxSlWU8/VMRstRKsKTp4/hUhSR6NrRCgSM9bfi9/r55mPfYzg5iJH9m/ng8lxrIIqS7J2FkMJ2mp+8tEwqUoVbSXBfYP96BrMmHU1pqYnEWnNpPJl3v35D/ncUw9z+dJtYlkxxZqAW1PTNA900SaGBosFTQ1cRgsilY4GnYYhuwWxUERVpUPdMcj5O+uE1m5z4sR9/NMLLyIog83i4fiDj5NenWe0r43b83P0NDrRBEI88Su/wtvvnMNWFyHWSEhW84zfuoNIrqLJpGWgpZmYUkNzZzuXJ1aQr93lb37/d/ndv/keLTYdSv8KO7dvp7OpiVTQh0AoIpYsIVKoEJSrFIpJxCIQhLOEQ0Fs7U6SoThboTjO/i6u3ZqgxWTEo9cS8G9iyOWpBCNomz34Iz5cSgnRRBx9rYy2GMdqMdLWM8zqxE0cahXVcp1auUi9nKJUKqB1NaEyNaNPpljf8CNubiedjOESSVBrDTj7W5ifn0UvU1HJphFLVfhzUQakCpRCJbfTGRx2Czc/OIe6QYE4E2d7VzeByDq7R3exvB4mGvdj16mhLsZhaqTd3cp4MsZyYIuHVBqSnZ2owxFWfX5mvFtUV33Is1VW6nm0Bg2qkgiNxkA1HWcznUZp1eML+BFWZRgaDHSZNCzeuU2xQYfF42Z2cYOsQImCEpevz9PY2EiqkKaSL1GrlKnrVPT09tHrbiJQLmHXg83VxHo0RX3139cF9N9FAgsEAjlwHpDxr6Mjfl6v178sEAiagRcBA3AL+Hi9Xi8JBAIZ8CNgBIgCT9Xr9bV/y0Zjk6F+77PDpNNpOkf2INHoCG2t09zcjsHQxOr8bT764Alef+MUVo8Dp1TIq3NzLGx62et0oFWq0NicXL16mUDET71UoZoq0tjSQqpSRViropcJKRbzaBV6Ir4Q+WqWWCaB29GETFghkRDiD/ro73CTi8RRWl3kEgG6zQZCCi0+UZFsZJpRxzbSqQJ1lYq/ffEFhnaPsr52k7GubtQ1ORGRkKahUQJ3vayHwmw/cJT333obs1KIy6UjEAmjkosQC8UYTY2kUxGkgQyrhQqBZAirIIfc1Ym5q596eJlMIoKqdYREMkvBP0tdJMXS3Mry8iqHOwcQl0pcXblLMFfhT7/0WzQq6nzn+z+gIjMglEFFJkIYjiASq9AbZLQ0yLkxvcbdWIq+Xg/hUALv4hJHjh0jEw0STWSZyYpwmRtYGT9Pc3sH8aIIRTYHlRgivYBt/fs4d/oyv/65T/L1P/kWz/7aFzjz3tvYZRIe3LuXWD7F6++8g7xQpNFtpywU0dzRy6UbN2jetZNzp0/xzd/6HVbWVnnpg4v4A2EO9rXy6Wce4Kv/9BLNVgt2qkysBVColAiyWXbsv59ml4lINko55Gf24lWe/uxv8LkvfxWHu4mGRisKpZhsMsZjxx/kpW/9JZNiGQMNNiyKAt7VBfxbOQaHeunasYPvvXGdZrOcTj0cOXwf5947S+/oHl499ybkMnR72vCnsgQSeWQyDcjkPPX4gxTjEX74w39m1KHgtckQzR1tbHOLyNRliOsSmlRw7PB9vPr2GWKNbcRDQdosZj44+SbDHS14oynuRtM0e5xQlxL0btFjr5HLihE0NeHWarDptKQUGpJZIaloHL1DRyUVI5NIsZ7I4pZlkUqlvPjiL/AYNfz9V77CZjiAxOKink7ykx/9A5bOYdrqYlKZNLJaEYvexHdPXiajlPLIw/tR1OtU1QrGp24RWtlA09HMrfev8Zl7jmNtd/PTC+f55NhhfumZp3E9/SRmnR2xQobYZabD2MC5U6cw2u34k2ko5vj2l7/ML946zds3p+nqaKaaDlAqFjBLbHgXJ/nT//Q8P371DUQuE4JMjl2dPXzj23/PJ3/7i1x85yUyszM8/NAJ/Jk8s6vr7B4aJuOPs2/HPqLpCNdXZ5CqNQiqMryFLPtLSZa2oiRdXaxd+YAT3b2kNFreXpyiz+MhH0vjbmsju7xM0Wgj4/NzaO8ebpy/gKRUIF7O09vbh2B5hWNHDuH3riHv6+eD+WXKPi9NA93cWpyjR6hDKZayKSny5psn+bV77+PG1XfIy80YOoeYWF3j1579GJcv3eT0wk3MbjXCspqFu0GEFgnleglDvka3tZGcQs+qN4A+7OXhpx/n21cuoq1XaK3LKdSl9LobuROLIlSICc5O4rA4mQ9n0BvlqOt5ynUxq7Ek8VQat82JXKpi8eXZfxcS+P/NNNAicLherw8CQ8B9AoFgDPgz4C/r9Xo7EAc+9aH8p4B4vV5vA/7yQ7l/+xISCffd9wgOaxO5QoGp2Xmy8SzVQoU33z/Hzbl53njrTVZWV5mZvkUxl+DmxB2mZ5fxrq4wceM6P3/5LYKbPhrIc3jvfqSiGlJ5nUw6xNbmMvcdO0C9VGRpfo2tSAR5Js39fUNMzE2jNViJr6/Q39xOqSxhMZpks1QjUshhtespSYUE0xmsxU3eHD/HRjpPWVCn3aVjZ18bOq2SbQOduIxG8ukU+UyaUjqNSljmZy/8AIXexM2ZRUx2MxJJHblWg0CtwxuMsub18/izH8fZ1YW7u5OOoWEaLI3kM3m27t7FoNaysLDAzO3ruM169Cory7MzhIMBNqIBgpkEiUKJfCFFqZzl9soWm4kClVKOZX+Q9WCCakWEUiygQVYin48SrEqIVyWszS9RymVpbvNQrIsI50rk6xX8d9fIJIu0DWwnEQogDKwz5DZgtNtwtngwGHU43O2UpSbKpQILN69DNEYpHuai18e7K+s4nWqkNhMKlR61QoHRbkXdYKQQjOBpMPH+pRvk60I8RhXf+7PncOgVTMwsUBVImJyY4/iRY3S3O2ntGyQnkBKKebm9MMvUwgrLaxtspoXMxasMdrcSXp1DoDITy9d58t7DbMxMMLpnHx09/UR9CYRCMYOjAzzxxBMcuPdeMrUqR/YforWlB0dbJyqjlbaRMQrZHMf2HmLf9p189J4j7OxtRySsoJEJeHD3Tn76ve+gkgtQIWV41yH22KWM6IX0DO+ko6uThHeLfQfu5+yVGxy75z5yXh+hzS26W5v53Kc+g3v4MNbeMfYe2UVjZxMag4G+oSFy2hbcB+5FJRMzv7bMjY0t3rt4lem5ec5cucSZ997j3LlziMsZHJI8KoOJNGIOHNjJk48/xEuv/ohsMcal6xd5++w52pt6CW76iKi0bCTSdPcPILdb6dm9m9aOTnQaKXabkWRVwMiBY3S5HLSZrbR1tiBxu1hNJNBpFTz6zLP89Y9fwtLRAeYGUrk863OzOEyNiDQ69j14Pw6LE7vOhrO1mVwuxWizE4dBQTgaoV6UsGtkH67u7bz8wWXWIhE2qjUiSiXJQJiern7+5MXXidWliCwOlGY7Vy9eRYwE3/IGSqGAS1cuE8vmKVRFXLxwHW2lhrGcxDW4k9HdY5iKQR49cpCW7gEUGj3ZbJ7FxUWUKj2zy1sYVA3M3ZzFbjZx6o1XGens5N69B2kwmLE6mxBKZZQqFdQNTURjMTK+RWTlIpevX6fJaaNBUiQdXqVRq6XFYiStlvHsQ48Q12i4fOc25VScW0uLnLx5C1VNSENVxJ07d4gHAyCuUy0JsEgbUAhUNBg0OBvNPHDiUTZWN+nRNyAJJbDJZSjKKSLxKKursxh1WlqbPHR1dzA61EeLyUh/SwtGg4VSoYhcaCDiTyKTiP5nfP7/5fwPzQISCARK4CLwOeAtwFav1ysCgWAX8Fy9Xr9XIBC8+yF9RSAQiIEAYK7/G4YMTmN998cOY7MY8YX9VEp1UpurHNizk0ImjSCX4hOP3ctbb50kINVz/749nDx1DXuTC6tOiEwkBZ2Soggujc9y69YEh61aNiplrt3d4JfuPY5ZVCOWyLK5uoXRZmQ1kqXZ6WF28h38oSK//NSjzC6vsxaJoLAJqAjqjPRtQ6sS8cHqBrFAgN/uVvP7k1mUaTk1stg9WmKBFCaLE4R1lLUqO4Z6uT5xk1JdzJ3pK7S09BCXalGpxSyvzCNQNqCtFBjrambJFyMnUuDLVEhGUnR4TLS5zASX1+np62Jx/joeaws3V1YJRzcY05lZaz2C2TtF4O4tth07zGa8RHd3Dx+88TN+7wtf4PlvfQ9zRz/jl87xicMfIRiJg1pMMZsi6N/A1dbGjUsLJNIp3K1WLHItjZIULreHXFWG02hClorS0N7Fj9+/wezUNPePtDJ5dxZp0w7mAz5yd9f5+GMP0+4y8M//+Hf82X/5Mm+89SK9hw5xaSmEuC4gmg5Ty9f5+OFdmBu0nBy/w9bmFn//u59nbvwWElcTV+7cZLCji7A3QkEAr7z4CiVnN8P7j3D2e3/FD//6L+jd/zADBw8z5BaxML/EZz/z67z21lsYO4b4yQ9/wPe/+CyDg4O8Mz1Pg1ZBLpShhJhV7xT+PGhdQ0zdukKbXcTShg+byYOokEMiEmFtdGGxewgGo6SUSqQ1CU1tBq6+/xZf/YPnmV1Y4crLf49OIuFTv/olouUck1dPoxYY+MbP3+bHf/UVttZWubCwisthIxSMUi5WGHBYeeO9i3zzjz6HP1vl//jFu8QzJeRiA9lsAK2iQL5QR6ExMX7lAveNHGYpnqJZFsfjMLKZKJAogtNiwTt9g8H9h3hnKUjQG+TRHUO8OXEes0TM3VCEDo8dUSyCwdHM9fl5DEoljQo79x/dy41NHwuLU4z2jRIJJonL06jNekqJEolEApGmgeDGFp02FWKRlFyDhWouhSWVwGBv5ZXr1zm2q4e1KxdIFJUM79/J7OQFisIOLi/dwWrUsdOm5Wc/OcNnfv9LlClRiC0grNbxeStM314iWk5CXcyvfeZX+cXPv4/MIKbd0op1YYWHHr6fP3z9DJFQhE9//lNMvvtTfvNTn2PZX2TrzlXuP3aEP/3nl5HJqnS5jOzZf5z52VVmNyeJbAkZ7eumtHaF0W07mYkKuXrjKipBCldzC4srYTzOJqLhAGH/XR4//gDBaAq90UYxlSEpSRHMpyhHivzGE8/w/rsnaenuJ5KM0tTk4L++8C/I5HKOd7SQSeU55Q0jV0j4xiee4uqtVe7oCoyffp1djibOToWZi0W5f7Sfwd4+3r8zRTwepcXeQdTrp7mvjRsTkzRotIikIhKRDM2NNqqZOLbGJqKlAtlCkqpKSbFcwViokcikKVg0qERifJtelHoLsrqEciaMSa+jKhASSGW4/uPp/+UZAAKBQCQQCCaBEHAaWAYS9Xq98qGIF3B8SDuATYAP+UnA+H+j87MCgWBcIBCMlzMFVEohFfI4G3QMtXuwOQz4tzbx2BzUJTIsOgvdOhsOi5utjQCJZJhQZJNwPs9rFy8zvjrHd1/+KUWpAo1FxdC2YW4tzuPoaEFYzRL3L2FxmalISlhces7ON9DcNQAAIABJREFUziJwNVOngEQl4GfnznJx+joWu5hqNoxGIWFiZQGMjWjkaqTUmS5KyUu16PVSDGoFYpkWu7uZpXU/CoeLutXAajSOWCaiVI/jaelmaStEOLbJ1sYsfd09tLa2MjbQicukoVhKY1JJEeSrNOo1aIQlYv5VdEYlGksDepMLfzSKUKxCo3Sg0ajYCG5wd26SrpYW5HIDlbKAd999F5newanLU6iUEirFLEO7j7O8NINcAgsTdxBVJRQ1TvxFDS1GG1aRAEG9iEklYXhgP+WahKqwxsUrV7mxssUL736AN5bgk5/9LA89+ylae3fQaDFxsHOQnbv30WDQAjVGxvaSrNY4c32Gr37jO6iyBTTZPGJUxCJ5zlybY2YrTjiwQZfLxtL6Kv/w2k8JlHIUqkLcnk5uzswTWV6hlAhg7+3n7777XfbsGOOPv/mPkAL/3B1CqDA3NrG8soRRoSAwcY1mpYSegX4m11ZQKRSc+tnLeLaPouhowSoss7U2T1Ypw9PZjcNopLnFTXdfJ2arjfsffQy7zcZAfyclWRkhVaTiKt//lx+Qk4i5vebl5bfewupppbF/G+8trPDKO9e4ORFAINfy7LOfZKtQQt7eiqV3AH+6js7RhMHj4fDRj/DRX/ooB/63L/GVH/wEXzJNMBZELc6zdneR6bteItE40moOj7WBzPptbKUcve1tpNNZmhqtbCxNI9WqsPUOseHzYhTlOLJ9G2O7D6BXqhkbG+P+g/uwW508+8u/yv59e+kaHeXokx+lf88wvnqVkqLG7v1jXFmcZT6bxGxqZHHVz0w0RTCcoCSospgKIa3WCVVSzN6+wdnT7zA0ugOlxkBGpOf9O6vIBBqUVR3T60kCUgVmg4FBo4YuUZ2j/f3cu6+T67cWOHNxhgsz62QUJrKI6BnpZftQB402JbGtAAl/jJ6hAdQOCzWxGJfZTJdZw+PHj5DJpugdGGJq/Apzk+8TpsqppTVEGi3GBj01uZLvvfQzbDol1p37sdRyDLktqGRKtLU6IyOdNLc5aNQYmLg9Q8dAK8painh0hf5mIzcKWWZrFUSlPKlcHIVaxe7RHZSkKkLFPA3CPIV8En9FQKRUR6lUki1XmVj3Ey+UkRXShFbuEizU2Nry4pua5N59BwjGsnjzReKFPI3mBrxLm0gVWqoyOf5IiZIIwuFNnHYTBoudjUCAmrSMzqRE3mhhpVpCqFbR09pEOVdCUq2Rl4jRGPTYBXWEuRxysYq7i3cpCHI0GFTEqgliST8Ojfp/1u//n374fzAD0AOvAn8E/ODDMg8CgcAFvF2v1/sFAsEMcG+9Xvd+yFsGdtTr9ej/k15ni63+5OeOEwt7kVSrIFAgkMP6+jq7j3+Uq/OTtIlzPLP/ML/2nb9lZPgAZ+cm0GrKDA328cqbZ/jIvt0ISkWWN4N4FCJiehu5UpW74zdp1crYOdzB+MwSjz71cW5O3OLCjRmOH7qHZrK8cHcFgUFJq9uJd/w6Y047Nb2BH71/np3Dg4SSWaZX12ly2tmMl9Ehwm63I6pVcTYY2fR7qSlE+PxBulvbqUaWMSiEiGUm7qysk1KroJBFFtsimaywe2Qb8UwRocVOPV9AKFMwtPsAty6/j8uo4NzcAiWRnP3drcTDQXJVEetrW/S1D7Dhn0at7UQsFNCkE1ItV5iP+4hWinS2DTL5wUUMcilqQwNuiRgRMjr37Ob8+fcp5CTMr3j50uefJpdPcnV+Eb0I6ndmUbV3YBrsg1QcQQVkEhUv/+gFPvLYcTYzWVqd3ThMajLeII0uEz/84bdxujwcPPEAm6srTE3M8+nf/G2u3rjM9YuXOXjkPiY21nj3pQvYmpoppeeQi0HfOcyJj9zH/JmXWV0J0Dd2DFG9grESRaTR4i+rKKRCDDkdbPrTNFqU9HU1MTEf4tTFC3z0kXsQVrLkfFEEVQkyg5CiuEZeaqWnb5Bnnn6cP/hPX2Rlcgpdg5BURsyJvcPMzs2QlFrxRn3kMmE69tyPUi5j6solLly4wROP3INWreL1197i/qP3UIpH8W76UdocyEwGRGoVkkSa1Ylpjj94lL/69vf4vT/6fU6fOssH717n/mMHmLxzlSeffpav/pevsX//AP37hphZ2eTonqO8/cKPad4xRLQuwiSBpG8Fc2sHvq0gD+7ahq4mZXDfDl577zSnTr6PVCRFO7ydolRJ4M4tThzcxez597ln30Fi5TxpkZCLH5zBaPUwu3iXbV1ussUq8VgSt1HNTChJ5+5u1AId4WgatV6OKJZlZdnLpfkZPB4P3rAPiVzCLs8AZp0Mb2CdrWQJmVqJWSwil9ORAz77y09w4/IMlxcX2Iwto8kK+PjD+wl5N3F3DLO05qVQLnHt2lV0WglioQiDxUEsk+Gx7cNU80XeffskH3niUb77ix9TLVf49YP30+5wcC2wRPvAIJdffZub4xM8cGSMXD6Jv6Cmq3uQC+/8C3v37icn0xNYWWJMKeW0wEht6TJjwwM015XYlRqyOgmBcIBUWc6qQIRemEe8OofK5MJhbeYP3j3JPdtG2CuH1XyczXCSVquHxUIC4jE6+w5RyqeYuvgOAoEIZ/cw47du8OTxQ6wtLzMwOoSjpZ2vfeP79Dfb0YqKVPU68rYmvvOX38Pj1PPMob24W3r52TtvoLeZubEaxWBVoyjXabDa2AxFGGltJr4+Q6paJJupopMoEYtr1EVQRkm6ksegUJIPx+jt7iZdKOBbXaeQTWDxNCFUargTWKUYitNr9XDyn8b/v9sHUK/XEwKB4H1gDNALBALxh698J7D1oZgXcAHeD0tAOiD2b+ktlCuEfWnEVSjVK6yvrjA01EPIH+L8jatkyhnGE4ts29YNWgFXlhbICIXEgl5UayAQ5LFLREjlChJKCVaBhCWpmEI4TovRhlBaJy+UsTS3RSVbwqS1YhBOMmBXU76bQmVzEatsMj49jQEVKpmMQCxAu8NOPLjMXCSKwtxEyLuFVCwllJUjcskITI7TsuswylqNGkLaHE0UkkksCjWiUpGBbjfVVISpkpyCsE6320kinMRsakemrTK54aWzrZVrs5dZy9RJ+oM0aNpIJeuUKglEfSAWiwkFV6gJS2hcI9hTi4xHhcjEAiq+2+zZtYt3b1+kIi8yNVmgkBNibNRTyW8irHrQyeT83Ys/YnS4D8mdCK16Ld9/5QXUBj3eQAFhrcpX9vYRlOg4PT7FYJudhnQIQQ6+/Xu/yxXvMm3bdxAK5pmdWeQjJx7g+uVTPPnAvUgVKtQK0MmrtNl1vHfubW5ubDI5P8PRE4+TraSQyWRE/WnKiOnf0cP01DLx1Gt8dthKg0rDTe8W9XyBfYNNhDNV0suzOFpsxMsVatkYuVqZVDGFMZ5AXBUyNTWFNx5ktGsAk1hFtZohurGOvq+RV65epqfJQ5/OwpxnkIf3NOMQqThz8qcg1SNXWrHKJCQjFd5+9w1ClTKZO17w5pidnwOlBqe9jUo0hV4kRGi2cWZ8ih2H9tDT5+bGqddo79CBuMp9Jx5lYS1AW2MnV/zv0qySk3e7UJdFSOrwyBPPsvjet2hvcCItVSimSvjTeao6DbVUGFEpR7RSZzocx+ILUFxf5dTMbVb8a6QzWUxmM4l8nnopQxYxt2JFNC432VIWV5ObH735KqaODrIlwGQmXlcw1tWIb2UFrz9ANZ0lE08yl0gjyFVoqUmZn51BL1ZyYHQbl7fC1EVKus1WxlMVDhRlLG3GUDqbiBdzOE0ahOkkLc5WvvZf/xyBSIpBbWbE2cx6tMBqUcKtYIxicJzI7Aq9biXtTjmCYoWuJjebyRrpmpLeXUcRBBIsLs3R4NAy4vJg1+ko1wucHb9Ey0gvU3eXadcbcBw9RllRJ53OoiqAKZ/BJINYOsZQazf1jWWimTQPHz7BtzYm2axWaKxWqSh05FNRmtRazq77CNZkuKw60ukc+hY78aKMplwFUyiCff8IH3xwB5epGYlYiNGsRCyDn8x5MaUCPNbjYWnLT7OrhcCGl0Rok0gkQEaj5wdvvc229jZevnKR3zi+n7VSjuWQj9bOdjKTSygf0hAup3E1qIhsrdDs9LDs36JclZOJL1FOxSEUwmOQU5VIUVSKtKuknJqbRNXbQyYcoCiTsq+llbuZIpe8ERSCOnajGp1ORiVWZDOUxWDQkVRCuv7v/wP477aBCgQC8/PPPy997rnnCgKBQAF8GfjFh45d8Nxzz915/vnn/xA4/9xzz914/vnndcA9zz333JvPP//8k4C8Xq+/9G/Z+NOv/fFz0/47qCxWCvEsYzsGWVi/jkCUx2gxYXeYadQq8S4ukqoI6HBZWV9fYv/YARLeLM3uVlaDPi5emyCy5OfjT38c/9Qit9+6TFEWZyWZxG430LdvkNMTk5SKBfwiuBqPcte3SroWZ5/ThV4qJ1P7VzCMQithvVigpnHSafagqRSoVKVgaMKuU9HdaCGdimFtdrIUTBBLxsnkQqSrAgJJEXWZkXiyxGQwilgsQK9uoF5WUq8ISVdL5KkwNtTNzNI8tliZlTt32L9/hOW5O+RLRTxOM5JCCqO5EaFQSjoYpBxdJoyCw3Yl6ugKv/GFP+Dq+BxPPvAo/Y39XHr1LDt39pLObLF77AA3rp0hVozx6AP3k98KsGdsjPHJ61jECo7vOUC9CD1aC5lCinquyi8fOEbRG0IoE2Nu9/D6jfO0dQ3T19hCam0eQTnLQtJLo87AvuZu6vUqK/EiX/urH6Lz9OLf8PHFB+6noZSnqVGFKSGhKpOQzW7ylT/+Hbq62iisr+FSq5gsiXj3yjiHWnS4NVUEUgOBiJ/whg9BVYBGXsRqVROX6jk9uUDnYB/1YoWpiasMt7ch0ag5PztDHhHeRIKzZ06jiEQZ7nDzk1dfYLfTgtPRyh//8LscPfEoUqWGV86+wwPHj9JmtLLd2cJ2i4Pje4ewuxVs3NnkcHM3BYUQpUFFT0cPPaN7ONjWyaPbh3jvnV/QMrwL/0aSUxcu4xJVOTs7w8mLVzgw3El7v4sde/pRCSs8/OhDrEc2aTM4efgTn+bCnTs89cSjiKU5xMoq3nAaT0cPia0Vul2NVKsCyBdoN5h48ugJnAY3VrWKiG8Ko1JCpVRCXs9i1StYWFvnzNIihXyRWK1KYGWVUY0W78Y6QbGEjWQCx2A36XIeVTKGTlihQSSksLlBi8OBa9soL7/8Du7mNgpRPx3t3ejWolxPTKJUtaIqZGjXqZieyVBs7GbGt8Zhq4cnB0a5ODNJxepCJBNz44PLNOudVAo5imRRhkN868t/wT/886u09A3gXVvC4zTzzgfnKYsLROM+NoIhklteBNksg0ceQmKysX7tPMG1VWy6dkLZKGvBCJ/9xK9z6+ppxCYJQYWGS9PT7Nk1zOnzF9A1dfPTmQlGxTW2WS14NzYx6tQUEwkCgSQbwSLpfJI6GWp1aHPaUSvETOXSzPu8PD6wDcJpaiYnC7Ekm4kUja5m9jpArVHzys/PMdTVw/VwmLJSSatOzsaWl6aWZjZX7iLo7GbvaBOz614MNgNvv3aSr3z9j9BIijgEZc5fuUTb2HaWvZuobC7UW5sc3j2GppbGblBTFRSI52PE82U2igJi4hKBDGwsZ1FaDWRDaaJFcLU4ONrVyeriCne31mhsNJKuVKkI6kjNJmq5Ih0qPVPjq//LdwLbgXMCgWAKuAH/rb3zDpLruO/8503OcWdmw2yO2AUWwCInAiAICkyARIpiUPKJsmzZOkuyLMmyr2TLrrMt+yxZvtP5bJ+CZcqSbJMUKVAEASKQyMACm3OaTZNzzu/+wNLkuVTnOosiaGI+Va/e69/rqfr1d6v79zpsN6dEUTwOfBH4TUEQZrk1xv+ttfzfAqxr9t8EfvvfdEIQaDNrqJanKBTCiAoF9po6Gmvq6FvXSxkVxvp2+sfn2dbQSpvBRINSxY7eTahq6pA6HAgKGQ1GLXs2dzOfy/Bnv/sp/tPRjTQZTdx38ABun4ebAwN4w2EEnR6vRASHlaQ3iE0lcC0QpX/ZTaEsoLS3MpUSiBeT+OI+XNkEnmwOa00NelmClfERrp86hVVW4ua5l5CKSYxGI9KSHLU0j81hZWRiEZ2llpAnQrYInoIUV0KCQltDWabEUteEe9mNkM+x475DHNy/B9eNYaIePw8e3sa6xiryBYFMXmRgeAqlQkuXQ0upmEOv1WF32njpwlmSyDjx2ilOnHgWnUZLNBpBa5YzMnaFg3cd4p677+H64ixte7ahMxRoalCzbfd2VhcW0KVcKNJ+Nne2kpSAJ+SnXi/D1tVJWmeitq6RWCLIXChIS0s3SrWKgVdO8tNvP0084iea9BGcmmb/xs2Icil6UzWjl67S1VjH6dPXUVsk7Ni/l75D+9E2W3D5pnA01tJz93tISE10tKxDGc+R9yaYnRggPDvNoZ4GDqxvZmZhnpuuWWra2shLNQwNj6ETc3z0rm0oZCWuT03TUVfP4/fu5JMfepBPPv4wTz1+jEcfuJujB/ZRkCk4cf0a40NjPPvCcSZnZ+hrb8dhtVG/vof5UhppVys/Pv4Sgcl5nvzohynGE+hqmxkPppmdmGVhaozFRJyXLl1n/cZtzAQCjKWSNFlqWb97Fzqzg/sOHea+g3uZm5tjYmGRbCnHlcvnCMajxJUiz75ymuHZOVZSYSZjUeZWvNQ7q8hIiiytePGsrOIvF8mXSzg2bSFh0KIQSrhnFrA2t9HY10cRCfmyiDeTxJtO0ryuB0t9PY7GBhodVnZv3EhWkOGPxyiJRV44c4Gmnq1IEmESSgNmi511EhFfuszJ8SkQMgiFFGWHjauXTrOjxsxOuYXePfvZ995jiOTZeXgvSpsVtcFA/1A/Hvci0nKa+blxfK4ZVMUS/qUJmuu0SPMppLks7uV5mrZsZNC9iNFsQJLNEU5nWFieJ7iwTHdnL/aGevQqDTen51nOlkmE4nTaq7AVMvQ4avHnJVxfDSDVKZFJReqr7azvaGHGNY/KZMLrnqbWoieeyxDwuNGZtATLJaQS0JdKNFSbEfIJDHJIJGI4rTYWV10Eo16y2Sjzyyv4klnOXb6KxGRmMVni0uUbFHRalgIRlCYtWZ2MgaCX1VwW18wUmVCU8ZVlGnp7SAai1G7fhVguk/Gt0F2vRlZVi09pJJUr0qQ3MTQ5Q1KhQJbPEZPBlbFZphY8JFeWWemfRZ/PUqdWoy2DQaVGpARaNWqlgq29HSRSKSa8EeZ8IWoMFozlEktL86CQk88W8MbCZAp5PH7Pv6fN/794R5wIVtdWI37mI31ICmUypTTvOXwvf/b0C+zauwNNwsX1YRcRhYloaIU9LY1sd0j5XlBO3batuGeushSO49SVEBJRJpNmpidHsDqMaOVGFBI5yWIIjdmARW1HlcySSsXwySUo9DqsejmKZJmRVJISaiRFFVqlBEednbLCTDoUpyY4S32Dg3+ORGgoJ5HrqhAzEiTSEjliNAhS0pEccaWKRe8SGqODolSD3l9CUS5TXW0glYjQvxql594jjP3T37Jt6xbC9a1E5wdRZ0scvesABamUnFbB8z/8PkadhpxSSjEnEE8VKSRjHGl1olIaqG1ox5+JI8/5kGRzlKpqKJfLKGJFgqKA2iJBGvVRveEAk1dPctm1QkEU+djhh/AFkrRvamDixlXe854niEkzOAJ5ZCYbQ/1X2Nrbyme/8hV6uzezvqmNy3PTtG7uIz4+R3dHC/W1dWzqrGUyFcG5eSe/+/5jfO33/oBf+eIfUddUw3s//BEu3ZhgvcnIi6EwH9/azZkX/oFSTsRR00RYrycQibDTZmP3tg1898YwDX37eP4HT9PW3konIaYXVil2bmZLu52//50/orXNQdemDXz8qY/xjR98H73OhCJrJBgM485EWPUF6W2tZ+f2bi6cOs2uPXfzk2vnKCrNVGlNWI16FpaXOHL3PZz8q79ky/aNGLbu4LnjL7O9ZR06uZyk38v4ygL7H/gQp1/8KY8/fC/jLg8mZxPzc0NodFJuXJ2iwdGKIjpH56676THKMGi0fOefnuHQzl4C5Ty1PRtZnJ5EJ9HgyuZILy1jqFOjarQxfaWfXK6AVyiSCgTY0N5NpFBCmpcQXvax7Z7DDF+5RhUpjn3kQ1y6OkmTTsq8b4RCbQdC2YgyFuDvT79Ird1CMRhBFEUs9c24V4Po9Xp8YS+HDx4gHAyxq9PCpMvHyYFFPve5z/Kdb/wJMpUau86KNp9n2T1DQ9c6Yu4A6po+QosTRD3z3H/fPWhUOoan5tC3dqLJSPj8++7j17/+dWYUevZLNby4MAHkaO9ZTyCbY6vfx3/5jU/xyWdfYGJohM5NO0npzHRp3CBVEJr30dPWRkBWJhCJsV6jwRvwo2t2Ui8X8M7PYVPbuHDjAoIkyW8+9mu8fHMEUSWws6aZn7imODl6if/cvJ4f+FPc27OeHc112NMxzNZq3J5lVodH6ahqYSWRJL2uhQuDgzzQu5PzkzPssRfZsH0PX/2L7/Lhu7YyJZPxo8lpWtUCh7p3EMq7GI+WWJmYo0Orom73vbxy7VUO9tQxOOVHItcTD83RduggHTOXmKjbxNjlKziycdoPHuXpU6/y/p5OGkwmTo27GXHNUN1lxrMU4ZEHjjL06jnWVVeh0ehIpEv4UxEKOjlT10f4wIEj5EpZnrs5wr71HVydnkdd34CslMWhNxErZLFppOSWV0kYTESzWUq5PAaDjum/ufmLXwX0iyYaCqCpaSIraOmyOgiOD2GQSOjdsI2Wzk1oJHmMkjw2q52sXIJMqyaZiVKSiMS9HuoECUqpkar2XhbDHhzOWiLZGDNL89Rv6Kao0VFEw8T4LFZnDTKjnmqTDo1QZtybxJ9XUy0rIoZXCE8NY5CK+JfmiHk8lL1eWlo7aNu8hSZZAVu9jXgsiCvkxR+NUPCFyEq02Hs3IVC6tfTMs4qxFEVQy5BZTGxe30tXrRO9WkYxFmDr5o1s7momNHGNFoeF6MAMP/7JT1lIJbh69Tw7dx3EbKtnfVMrFqUOq6SAlRT2hvU0NtYRFfMkykpmAlkcXeuIuFYJuXzIqoxYzVZ0ZTU6k4lkOMz7H3kMSbFMnUZHLJoGpZ7g6hKZeIzz47P8zd/9EL1dh39hhE6nneHJKZ766C/R2dKE0W5BSOXwDg4jksdgsGC32Xj13CssTM9z/txl7F0dDHh87HnoCVRWByurS6yurnLxxgViwRRyhYpte3bx5Ic/TnvbJgxyAXU2Tm2VHcGo4ydnTvDaK6+gFXI02a0kigJGq53QlXM0CAVaOpz8t6/+BevtepwOGycujjDriVI0VNG6aTd9zQ2MX7yBvbWHKwNTRBVVfOfkVRIrASL+KO6VVUKhMJlEnNmJUdo3bcda34V7dIoN9hoUOj1JlRJrTTWN3Z2Mv3Yaaz6KQIFXzp7h7JXTzAUXWQz4qbNYaak2se3YUYbGR2mymNm/by/aGjs9mzeiLef5xp/+CWq1ErNOjnvwIoV0GLVKxtzQEL279qEwm8llC2zYcYB4LEWVSoGpoQmZzkBmZRFNqUD3/rtZjYQxZ9w06ETUcjkmscyJHz/DUsDHVqcDmVpO0h9kQ0cPYxPjyI1yaqtr0Rmq8S0tokjGWY3lSfh9bOtp5urN62iLGQy5OGbnOky2VtrMtdRbHLjCBRbDSf7zrzxFdXMTEysB2urrkcsgWSiRCochkaBKo0WLhMVwDoVGRU9HG4uLK0iLAs01NtZv3EA4HEOjNhMLRnH7A0iKOeLueUSdkZVkjtnJIYbGh6hev5FsOo4un2RsYYFEPk2xXOLhYw9hNGlZigSY962SKhdIlIrML3uQqc3Y23vR6LSU5EoWPctIhBISmUAgnUbQK3Gn8ux75JfIZwv4RgZIp5O0GvT0tm2kyrmOTLZEe2sXr4zMEUFDKZMlkE0jImcpGGY5l8fa0opncZkmewPLsTQ5jQqVTsvd+++hnC0jWBzIcglSYT86vZXpC+cxJIKcu36ZgeVFXCEv6XCERKpIlc7K4sIsapOOgFhitZxmNODDj5JVX5SupmbS/hWyER9yiYIqkwNkcmQSgVQ0zcKiG9/SCt7lVRIyBf5EhthChHIsj3tp6edue98RW0H8+Z/+4e8bup1cf+0c96yrYy4awrl+E0uT04zOzyGzaOifnaF7134uD15k36MfYGFhEqIRam0dHHnvR/neS2eJxhOoy0lKSi0bGhw4jVbS4QAyOaTTcryRNDFpmlguzmIkhtRgQpUs43aPYa91YDdo2bK+jeWlVaLpOLbYNE8c6OW5xXlenp5gr9XItD9MKhChtrURdSbB9tpmhsNZFgsZJHEfuUIOuVaNLJ9mUZSRV8oZO3MBucWKpcZCfbmE2e7AF49zl1ZJYGKae3Z007NtMzadjm3VdYyND+MwKvBNTINExrbmWjY3OPFoqnjuxHM4q6q5+doFSpIC2XyCNmcHvkQOU4OTar2Oa6MDPPV7X+bMt/4anVpHSVKku2EdekHCxNRF9h58CKOlk9GhC/TW15IsJbE3OekfHCeTLiDX6fjRqZdp3rABIerjtz/1qwzMLHP60jXkMimlkhr39Cq1BjPnbgwRyEu5Or9KRlSSmhrm0YPbEarMGDJJTlw8z/DSIklNmZJOzt7uTlrqmvjhtXGG/EHknjkONtmxNzsJLM/ziY98DHIF9u7dwejCIiV7K3/yP77FX/753/KhT/0GG5vbKBfhu8dPcnlmkv+0dxNPffD9/PHf/oCSVIVrzoVdpeWRtm5OXb7B/o19/OTZH/HxD9yLe3IMe/cOXrx0jWq1hNa6akZGR5GL8Pzpl7jv0GGC6QKSujry5TIbW52YpFF05TQ1Kg1DY2NIzEqu3bjGo0fvZmTVz/CKl7rGWryRANJykq6mejKilqbWRra3OxCq9KRyGRo6rZRoAAAXGUlEQVSsVl7oHyRbFjEiZXw1gEyjIhcKMh9P0FRKkzdo0RrlzMy5aazvoF6ygkJR5jV3mfUdrSjjLvLZPNVGI+VyGV8uS21TK+FADL3WzMSCm3Q0gVpnJpLOMb0wg8lWz/0bt2JLRKkyGUiWVfSPziOTK2lv6EEpNeOw12KpsnPi5Fk8ZTW+sgIRgWujU7hiAke3bWG9TcYrw0OMBzMk8wWyCxMECjFkOYHE+RG+8qmn+OIf/wGTSQnZcIBC3E1pZoZkWcPXf+s3+Nqffw9XLEyzLk1qzsuVpRizo2N88ugH+ea3nubh3Xfx2tg8g6E4I7PLyNUCMf8CtmY7//3V84TzJrodLbzSf4VN6+qYmp7DoVXS1t7ET6bm0FpqmLh6GZW1mpf6byJducEv7+tk8Eo/e8w6AloHX/jL7/DIfe/lxvAgS4UcuaKIvyjn1PQsKU0VAwPTpKMBCjop8pxI2BPC3NiKRq/DYFHSPzHKzPAK591xmhdG+eTDjzM6H0Ci0/CevQeZC+YZmJ9BlBTIlWWk5wIUVrLkhSQL/gApqYPZlRh5g5JwOoskVGBH72bichk3Ft0oc2lm5z3kFVIK6SSpxSTKtEgDcTqrzcwv+dAVFNhCCYypNEc2d3Hj2sovfA7gF45ar4dSjo09Lcz6FggIZVyrXqxaKa65AQKxDGZnCznSyCQlFpddLEVSnD9zhtb2Tp4+fw213YgkHyeZE8ik0owuBphaDRGLRGmptoNMiqGmhpWxCWpkUgrJIstLHrocUja0OnBFc6CzoNNrUOpUtDe3YNdoyGczaJJhqsU8M2UFsUACUa7GqtIxOzOPK5mkHPOxxW5Co9OSzKZJZFNk1BqMOj1WjZEPHDtKvcNCWpSRkKsZGZ8lmixjbNmOSmen1NjBhTMnWOm/xpWbkyilEvIxP1vv2s9dhw+gNleRlBsIpSOsb95AYcVLq0XD0a3tNMvK1HU0oalz4J5ZYNm9SHVrJ9/85vdo6O7F2d6Bo8qBtqqGWDzD/r4+/tf3v0/focPkw17qGwzMTrk4fuYqts37cCVyzI6PUaM1cd9dhxE1CgbmJ+na0ENDUz0nzlzGm1cQkZoYGJnDqbUwe+UKh9c30VqlZP+R+8lJ1MyOjONsqcZp0rCrtZnQ9AgzI5cZn15g1ePDVI6iDnjo7WwnL8+xlJBgae3h6R/9M6LRzMlAgeeGVzGJOYRMmG+/eoUbs0voq6Q0VNthZZG2eguf/5vn+bXf+y4+jx+dzcSmJgeZ6UEcdTbu3rYZrydIMl6mpqGB1XCCMydOYKBM67p1eBMRbCo5B7o6+PLnP0MinSJULnPqxhidfTvwud34pmZJLHvY3FTHL3/iYzzw6If4jSffh39hnP6pMc5eOsvZM+e5MjSLrs5OVlHCHUlz5uINvnN6kMm5FQQKuDwu+qo0bK1zoFTJUWUDKLQKIiothaV5zHoZi4KMtEJJyrfKD5/9MSpdDelQBqlCzYvnzmDIF3h0xy7yBQkbzNVs3byJorTIvg19dNlbUSkVkE5QlmvQ1DchE7Iszc7z3JnrRGRaAuEUhw+9l1q7kb2bG5BJy1wcuEkoMktjiwWzRE2XtQZtOYuikEORjFOcn+bSjavMeReZ83goJ8ukZkeQ17WA3oTeaERAQkN9K+Ui5OcXQK0FjRqV2YxUEFlY8UMug5CI4PWEiLlENpgNIFPjr1tPw4at/HR0jJs+Pw3r2ilkC5gVOvQKPTOTU0iRQDSGZ2GO3vZqitkcoXCSSFHGQjxHLAuzy15srV1IiklqpGk66p0MjS+S8ATRV9mJJUM47QZWgx4sNRaSEze5t7MBTyCK3VbLSjhMjcVKV4OTbDLF5OgwkaiXCzf7uXZ9gnNnLjPpcuGan2aLxUZtcw8nLo3w8pUxGrvXo7DVMbUcplCUEZ8MI4+BRpCST2RRFCQI2SIFTwpjxoxFakZbSLOtp4WXL/cznypgdNhRFnN0d7aypaMNpSCg0isQZUXktY1kUNKFSHZlmYce3MlTH38Uldrwc7e974gewJ/+yZd/v2pdM3JBgsZcYtLvRrGywv4tGzjpTVHSGcin5ykSwVBWUI7EmSgqqero4x+ff57B6VEysTiu8Wm27d+HrCDBaqtjbmESbX0d16dXyeaKOMxq9H4/j+04yKuXr2O2GbCr5Uia9lAKzqFMB7EqlMxdHaK5Sk+hlOPm1QEO9m1AJxeJp0qoFDF8w4toilJq6u1ozUqqq6rIBWNEloNoJXJaDTq08SgJfxKFSo9VH8a3PMv1yRjeeBIhnibgDjIZ9TC3GmJkfppDDx7jgmsZf0ng8F17iIfTjHoiqExmlvovU4jHiMaj6AUNkhoNO9/7EMW6TcwlJURWl7n00knsra1sPrSfuN/PjZfPsJSRcPQTv8VX/vCPMFsNyOUyapq7uH71JC+f/CGf+Z3P8Y9//12OHdiDa2CUH524RkqtxC6G+dwv/xIXLp6nts5J0OtBoVMhy8Wo7+gCuYLnjp+k1m6gmA3wyEd/lUQ0QF+dEpleTlyuo95gwNnbzezENCqVDlutlVAkwXIgj1gs8fDuLkKeOVR2E3khg0nfwrq6RsYiQapa2/CcOkunUcvZG8O879gTbLGaefFHP6JYZeTm6CQPPXiUU888RzosINE7MOHjcE8tkWiSsAjNm9tZHbjGZ77wOXq3b2VowYM7VqRz7/1EUlkW5yYpoGNnTxeByas8e/wU0qJIgyJHr0Xg9He+xWMPHqNQ04CtsZXB6zdYDgX55zMvc+7kcbKrbnKROF/68pep7epDbrAwdfME9x/eww9//ApdHd2Y2zoYnxyme3MXKr2JfCSEJxhk2rPEQwe2EprzkMzK0FZbWJHkWZoOM35liEPvuY/Rq1f4u9/6VW4OjpBRajnSUc/dXT1cHpijz6JkQ+9uhi6eRJtN43DUMz50BffMPGiMaO1KFLkA1SWBjoZWWjZ1s+T3sH/jQc6dPs9UcIWFpVVqrXJamwy4BsboU0oJFkt4sxE2yNNIlxZZkOpx9HTTVfKxdUMb3/vHi5gV9eTLRSQDLrRCnoLFSn7Syx//l8/z2//tz9HonWQmVlE0OcmoBTbYc4SXppiZ9VJjMZEMxDl0pI/BqwN09/bxDy8dJ5oOIdXpcJj1jF4/TVODBVm6TFFnZd7tY6fZRNnnxmAQ0Ef96Hq2E/LmuTJ8E9fsLPq8Al82zGohw5Q3jl+R55G77iU04OcLX/gsl6fmuRgJ4I24OdzpJBHyY27pY3LWRy4UZmOLk0JghYWZWWKZEiabDWot3HPsQV77x58iL0ko602oRRXdgoWxiIdAoszZ1SDU1+MsFVDkcvS75iiHwzS2tpPICziVVaxrVXPv3ocxyrQ0atIYy1FEuUg5HqRWq0VtNhMNubALKSxmJzp5GWkBGpsb0Usj7Nm5hcG8huVwjK98+DH6F1eZyQbxZgsESnrmrky+C3YD/eMv/35WmaOcjNPTVs38kodH9+yhb9N2/uyli6SzSba1O7DaHfj9Kcz2aoaHhlAY7MxcvUm1XU06mqaQLNG3oR2JoKbGXoNFo8RQV08SHZJiCZO8RF9DA5JigVG3i427dyHk5QRVNgzpRYwaNUaDg5VRF098+HGujw2gksnJKA3oausxhoKYnLXM9i/Q1dVBQVpEXoZINE0qmWfHxi2kMhkSrkU2WGwkJQIZsURNlZzxiWkiS2GKhRRVBgOJVIxiMYCkBFVqFZ5oFtfiInJpHpMgkEvlSWRS5It5LEIJWTbFut4+mnrWc9m1zPjiIpGCjFdfOE2DtYoPPnCEoekpoMyVsz/lwF27Of/iq0z7oyRjARpNKl67dhGNw8ZH3neEsdF+9hw+QtYdoahQICmVOXzvfVRV2ZDlEzS0tyJotVw9fZbuxgbU9ipqLSYyYoHJkVHckxOoZSke+NATZJU6DDINh3ZtZ2x6kJHpUWZml5kYGKCmuYPq1nZC0RCFfAHvspddG/vYuXMnfkGCzGhCVVYwNzWPTixxfXmZ8YEhHrTq6aqvQuzawvDgJO/vW4fJYuKZC/2YrXa0JiM6mQpNKoJ3YYrH37eX3eva8SZKXJqYxWFQ0dLZh1KeY255mVRJYHzoJmeuDBGIhvi1xx9EqzYxOTPNxi2d7D18jLg/yGc//gRizMfHnnyS2rZORgIepsfGUYgyVlbmUCiKRCJJqjV67r//GOfOv8r83AxnX36JXb0dZMIRTAYber2JgZuvMjU7QUtTOzPDU8x43MjNZjRqDSuLK+ikWjQqHWOpDIl0iMRcEDEQoaGljvjCBL/50YcJU2ZibIo9DQ5WFpf58bkr/MGnP85f//hFjtx/Lw6rlZmFZfbt2kY2X6KokKOWZFCEg9gNJpbdHqwaCSPnTrN73z3IdUqWfUFWxhfZs3cjVSoRZ00vv7r/EM9OjDEVDuIUyuSjERalelK5Aq35ZXJRH2df85MOhClLCtzlMJPPxAnIBIRijmOH7+H5107jW41CpkhXXyf+iIdje3fS7azj+tAofVt2Y1ApqXI4GB2YxqnXEvAuAgX02RLNVjMzrhU0JiOxUBhXIEi2JNBiNqJUilQ1NDA34sYjZijmJSikJSSJMGqtgaiYJZ3JMB1MsVLIs8FehbEMxvpqBianuegLkM4mOdLWQq4ocGo5xfCsi2qLhng2zpYtfZSQ4fMlAAiW0sxPunj/joNkShkCYpFiLEOvtZqbKy5MRhPxbIFiKsvRLVuR5jL4SjmypRIdTW2EY3HslkYa2wyUS0pi4RDVVhFrjRZRp0Up19NoqUUhFCikYgRXPVib2vEuu5ApNRTLJczZNGpBwXAohFhI0qxUcGlojIbOHnJ5iKXTuAcW/+MHgK99/U9//1Mf2saBTiezcwt4Akk6WjYx71omJcTRSsAzHwQ0TPl9yBrqqQsu09e8DvvmzeysN7LsXSavt/Pk3nt57dVXUTXu59Wz14n5IoSicbKpDGF3kE8c3c/MQj+i1cmKN0k8HGJpeZj2nj4mfdA/n8DhaMIdymGubeTB9z7CM69coq1nN/fv20qz8wjjAQ9ys5qrMxMoq5r59H2PInGvMBD2EZRKefyBo1j0Zrrv6kYaD7GrpQ+10Urj/m6qHXoMWh0rES9dPZ04bQaWAxl0ySLbnDYO7thEu8lEORLC0KBmdKKf9q4dhIsy7j60k1MXbyJRr8chi3CPaoYuZztRrYOTp/6J69/+32izSRbiXjq2bqLH2U1scZK7a6wc3Lsfy/oNyIQyX/sf/5PHPvYJzr/wCu978H187bQbb6lIvVnO/LVBPv2p3+L4hX5mVqM8sncrj773CP/96WdBriLqj2CrsdBeraC+vpoLLjeJ6TG+ev9DfPVr32ZFnUetKnDy1UG2Vddjs+kpB2OIi266nHa6W5wY8kV+cvwcLTuP8Nkvf4MLEx7GXC7CpQwKVHzxU79D15Zd3FyYpcWupRT3MxaIMOz2spDJ88Ceg2R8y2Q1Era2tfNff/0jePzTbNp7AP+8m77mGta1dvG8X4HrxgmOHDnAjG+Z1jorPSY1H3xwHxoxyej1q2w8+B7+5oXjeL0+dNVmnjl1HpWxgZf6b3J5ZhRbOsKxvi3Y9Qb+8Itf5Mn9e7intwdfVoa/kKGzporPH72HvT3NvHx9FnNVKyRiPPbox/jG9/6ao/vuobSaQIqU5YVxetetY3B4jnp7NQsRH9bWFhYG5+lQJgmrGlm/pY/H1umpssjJN3fz9Pf/nke3tvLsM8/x0OFHed+unXz1n09RY9Hyw0tXiOjVCP4Y2rAGmV7P9MQl7uvqQS1oyEkjGHR69nX00eSsJaov4/a76TVX88RjD7MyNgQlCS/Mu7j0zBkErQST0kw0nCAR9dCq1BJccGEypWmqkvPaWBKcDjbbCnz/mWc4+MgjvHrhChF3GGd3F2dPnKC+q4P6e/eRX5zim48+zreO99PWto35mQHaamyM+JRMB7L81RN30SDNcyUODx64G4sgcmFoCNFiIjrvp7O+jpXVAHqjjZREz2S+wPTKIp/+xJOs723h1MV+Cv4QzXU2ZnIZlLY6FgbH0eXz5EJpVA4Vl/zDPPPKdWQ1dWj0Sg5u3Mj89SkyUgU5a5kdu9ZxY2KErNLApbE5gpEgDQUl0aUwf/aHX2Lu6k3OXBrHTZFscImaeieXZ2/StXkb05ML6Isa2g1O5udn6d65j+fP9NPYsR7NsofdHRsYzCVxpfJEwwvs3tSFWNQiMzWxtOoh6g1i15pZGJ3kyQ/8Cu4QDLqGyRYK5OXgWVniiV2H0ajU/HT6HLu7nWyKFUjF4zRW1TE1NQb6LN7B8C92O+i3A0EQAkAKCN5uX94BVFHR4XUqWrxBRYs3qGjxBp2iKOr/vT/+/9oK4heFKIo2QRD6f571rO8WKjq8QUWLN6ho8QYVLd5AEIT+n+f374hVQBUqVKhQ4e2nEgAqVKhQ4Q7lnRQA/t0TGe8yKjq8QUWLN6ho8QYVLd7g59LiHTEJXKFChQoV3n7eST2AChUqVKjwNlIJABUqVKhwh3LbA4AgCEcEQZgSBGFWEIR/8+yA/+gIgvBtQRD8giCMvslmEQThlCAIM2t385pdEAThL9e0GRYEoe/2ef7WIwhCvSAIZwVBmBAEYUwQhE+v2e84PQRBUAmCcE0QhKE1Lb6yZm8WBOHqmhY/EgRBsWZXrqVn19433U7/32rWziEfEATh+Fr6jtQBQBAElyAII4IgDL6+7POtqiO3NQAIgiAFvgncB3QDTwiC0H07fXob+C5w5F/Zfhs4LYpiO3CaNw7RuQ9oX7s+AfzV2+Tj20UR+Jwoiuu4dczor6/9/e9EPXLA3aIobgQ2AUcEQdgJfBX4+poWEeCptfxPAZG1c7m/vpbv3cSngYk3pe9UHV7noCiKm970/w9vTR0RRfG2XcAu4OU3pb8EfOl2+vQ2lbsJGH1TegqoWXuuAabWnv8aeOJn5Xs3XsDzwOE7XQ9AA9wEdnDrP15la/Z/qS/Ay8CutWfZWj7hdvv+FpXfudao3Q0cB4Q7UYc36eECqv6V7S2pI7d7CKgOWH5TemXNdqfhEEXRA7B2t6/Z7xh91rrum4Gr3KF6rA17DAJ+4BQwB0RFUSyuZXlzef9Fi7X3MW4dzfpu4C+ALwDltbSVO1OH1xGBk4Ig3BAE4RNrtrekjtzurSCEn2GrrEt9gztCH0EQdMAzwGdEUYwLws8q9q2sP8P2rtFDFMUSsEkQBBPwHLDuZ2Vbu78rtRAE4UHAL4riDUEQDrxu/hlZ39U6/Cv2iKLoFgTBDpwSBGHy/5H3/0uP290DWAHq35R2Au7b5MvtxCcIQg3A2t2/Zn/X6yMIgpxbjf/3RVF8ds18x+oBIIpiFDjHrXkRkyAIr3+ovbm8/6LF2nsjEH57Pf2FsAc4KgiCC/ght4aB/oI7T4d/QRRF99rdz60Pg+28RXXkdgeA60D72gy/AngceOE2+3Q7eAH46NrzR7k1Fv66/SNrM/s7gdjr3b53A8KtT/1vAROiKH7tTa/uOD0EQbCtffkjCIIauIdbk6BngfevZfvXWryu0fuBM+LaoO9/ZERR/JIoik5RFJu41R6cEUXxg9xhOryOIAhaQRD0rz8D9wKjvFV15B0wwXE/MM2t8c7fvd3+vA3l/QHgAQrcitZPcWvM8jQws3a3rOUVuLVKag4YAbbebv/fYi32cqt7OgwMrl3334l6AL3AwJoWo8CX1+wtwDVgFvgnQLlmV62lZ9fet9zuMvwCNDkAHL+TdVgr99DaNfZ6G/lW1ZHKVhAVKlSocIdyu4eAKlSoUKHCbaISACpUqFDhDqUSACpUqFDhDqUSACpUqFDhDqUSACpUqFDhDqUSACpUqFDhDqUSACpUqFDhDuX/AJ28R8XCYUxUAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "im = imageio.imread(all_jpg_paths[0])\n",
    "plt.imshow(im);"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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o3/GuKRtFb4GHIY4RVxGbD1N4So6RlJK5PhiOGJyNd46JoevNChoimjKblT1PjH1xiTvIpjjj7FpJDfsUVdarjqHghTm5cYzTkMtYmKXfdV0ZZ4MEbNGaAtr0PbjApu/NNRM/Bp1ELGDUx8y6szlbbXpyTKjMg1owDIk+KsOQRmta1e4zDAPqSzTSmYIzFz5ZUEl03CzbpsE5U27duqdPPYpdk6xoGmi8sBn6Ig+G4yF5xNY0ZuKQcM7jfTD8V2QMMEi2+9UfVR2t1+rGirJtjCQd8W8ks7OzQ4xTME7VPLJ7ba8XJvfragL0Iog6nAukDMmBuMYWuipZHJJAYwKxBRdLdC6Lo486RqpixoBs75EsOHGkrIZROUFKFLOG0W1hVpjNWag6Z5JGsjpyVlt0AjlHur5j0EQTWh5+6BH6bsC5gHOevt/Qti2CZ8jCznKf1eaUFAXvl6jWhW6Rx+DNlI/alwBFwWQUcg2CiOCcCc8QARKShYTRKcTZQtMsOGc7oUQTyhoxzjlPUeEy7ks83XoDbcujjz7CZtNx7dp1nn76afqu42DZFIEqu+swFLchW7QxCHlQIBq+5MWssRzs74I7xZRmVothnznbQmmalm6zIqXEYrGwxeiEvluPC0bjgBbr0bmARa9tMeTcs9zZIybDNSUqmViUEyTtcNKWyLvi8KjGomCAERNTnAsMQ1f66nBOyNmi+PbcBqNoFsQ5nCqaW9REjWGYos/DEPHFevVeEDG5Sklp2yVDtP7Z5idl0U8Yq3PQNjv0w5qclRAahqHifhnvAqEwCMYNJEbETdHtFBVxQow9ThpyTDjxqMfYBn0i6mBeg3OknGlcImcl9QNZoNdM07SjcmmDZ7PpaItSbrzBQaJCSgMoDMk2T3FCimnEMk0Z59Fq9doUJe5Izqw7yWrGTTZLL4SG1boDhKR5lImU790DfUNYcraQoG0EzZGcOlxOkAccWlgxiZR7gnc0je2MaegJwaKX5IRqMnA7J1MSQ0TVdg00I5hPn3M0fCxHclI0Kap57EtKA5Dw3pGGwbAAjSV6pywWDV4cOZn1AmZCd11HCIEhdibo3YaTkyOcZnwQ4jDQrXvb/fEE1xC7ntQPECH2HQ6PwzN0PV4h4M26iEoc7NlStCgnhb6iuUQBvVELUj8AJjSN83RdB1CilrGY/RaQEBG6bqBd7pFQHn3iSS5evMCP/PDfJidPGw6IWq2VSIy2CECIg7kXTszyrf3IKdEPg1lxyTaenDPdpmcYlJzE7h0auk2Pc4G2XRZLUOj7GiU1RaauWsuGV+XMaLl435gFNmRsfQhZnFnCmlECQ7GWUzILOWadjQMWsEn2ft0QADRq6TsGR2Q1TyIULE0zzm9bJoapFVzXBZyzCKf3zbjRqHE9iGkg5cmisb70NI0nhJaU4xggMJm0Re6cG63jeTCjBn2qQhIRkkJCjEKj9ru6sTFG8hAhDqS+w+dMXifos7mHFQscEgyJYTMwbAxSccGPuKzdd8AjY4BhhBdmv816rpucGR1DCQ46CeRk8lMhNO89q9WqRK4bHDI+/2azuWf98oZQcii0zqNR8QiLsICUCRkaNfqCVwyvKjjEBF7KGD0ki/HKoJj3boyKWUTSlZ3TjbsdMPK/oLg/WVC1nVcLi7Rye3IWnGtwzttEJTMga8TKMD6LtlUhT9mir857QtvgvLew+ZDJaosyC2S3oOvWxL5juVyiTumGYRRaYOS55ZwLL2pyB3SIiOrotqQoDEOxQhLFnbPx6/ve3OVoLqmSGGLGSeR0dcz3/Mnv5eLFc7x86yrXr1xjuVyaAh9MgVZsKaU8Koxq4VVeWkqpbALZ6C6S8GXRB9+wWXfF/dPRGk6pWOlxogikOFuU5R5zrpVIBeyjBZAkb7mCVcjN+itWpXgUR1aP86Gw5XJRyqboslAUXyCElqhVuQqap36ZhWLWyXpli6/v+y0FXwF35xxd173Khav/d9KA2mY09EZv0hrcz8WbyZCi3T/GSN8l1quNvZ6VnJQhGgSSi3LLBSeLpU8VkmiaBkokWkQssh48q27Dsl0Qe1PKfR8No46Gaw9dTyiUH022CSZzdklUWW3GuTFKleGYdUzwBeus6694IebuG51nd3cXX4IxVS5Syuwsl/esXt4QSq7uhLbj+aL5TRlBcSPztGvUH4Cu68aFjzM6BjMFMLLf85yAuP0zFzSgANZh6z612W4UGYaJQ1d32rng1u+HYBO9Xq/HnRwYJ3u6r8MphNDiQmPYSpxIpVv3jmaZiU7gdX0fTBG6JiBu4lWZ62gumnOONpgr6jwWRCnYVetb+s5oKp/4xCe4dOkyjz32GB//+McREXZ2dkYuW72nc250I1Adsc36et/HEildjlhNxQqrMvPIqECrRVTHRhzj3MwDZdVFm78ueFI0l2e0dEe58aOlNp9zi4DH8kxukplxbtNojYgIuQRSQlPpJXGU4+XOgqZpxvEZIYLZvarLX1+ft2oRpmgbwySj0zMPw7CtGIu8DsMwrpNq9dTnrN+Zk9Grwq3jN3kx0Lbt2PcarHEITViMmKzGNEbV5/NTZQ6meav/n0dYc86GI5fnFrXgjMuKzN+fjX3btoTgC+R0b+0NoeTEwXK5pGn8uJC99+NgVWY8TJMBjEB6HWSppq9zRlqtJMlokz9eLzNaFCMNgprWYzeqgj03teds/npvnJn0FQSezHcDY6vVsVwut5QtGI8Kp6iadRE1E4vJbtRQN0aVJncmWtCjjEEaBrPeZv1KxUpMAkkVjdM9g28hJjSlLRqIc46mjM/x8QmqwsHBuZGf9uijj7JYLHjhhRfY398fo4/lQdCkhUdYFIQajUAztM2COCTikFA3jfk8WhZ12+2qbl6dc0aAfnpt3BSLVTK3eA2TimZpZxnlSvO0Sc4jesq2QqqbR1UioxzmyQqyuU3j/arSjrEfvwO2EY8R1qL86vv19yhb5K2/TdkpMdnvdV+hB7N44mBueVVitS+GHxrGN/4Wx5AN344KUUFCQ1Tw7YIsjma5KNHROFtrhoFa1gdjUGdrU3XOsnDyxJUcCq9yPj71t2GtyqIozZHZkC1Y4SguavBkkmVRSF0rgLt31fWGUHLeeVIacB6QSNN4fEgoAzgdQ+ci0+4wKjqMy1XThKQSQYsSqqTQqoyyk3GQLcrot5QYbCvSuWKrO3H9zLR7UdzXvNW/YehRzSUgYXgTkgkN9FqjjImmFYY8IDETxv6Z4BhVoy0gu6Nt9oFAimYhVWVRBaDvzCJeNA3k6RmCc7Y7xnmUcp5iZrv9zs4ud+7cGaOsc8xxvV7z5je/mbZt6fuel19+mcViwXq9NiytG2xRFjihWgnVQgPGXXxujdQx81hUjpRN0GeKQkTMPVQZ+5VmrpfROKaUrmoNjsoqsWVpv9bc5zyP7unoms43PLN2LD0w+IacnWGT1M0lsdn0NhYpWbS79FkwpVTHJyf7qd9LMVtgoIzLaB1TyMVF4eacWTYtm9MVbdsy5DQSxCtWWeXbKD3N2O8qU2exu81mQwiBK1eu0Lbt+Oz1+WswZBg6YjSZGMiGe4rN8dHpyfjZ+r2zuGw1Ngxn8/Qbw7FdlUeB7O23U0tV3F0uRhk0pkHHYrG4Z/3yhlByAOpm+X6uKJnqz8u0Q8zdsyrEc77R3ESfK6u5JVgnee6WAK/9vTO/5+6rCeO0UC2CNjHb5/hZ2y63LBcvdo9QUsCcgivfNRzFESTgC0VFivAbQ9wVd6+x9CPvC3hu4f3RvZpZlrXvmvLW883fK6PKel0xI2bwgYz3v379OiEEHnvsMV544QXOnz9PHiKLxWJ0w+fzURfY3O04CwXstItRUVRrakyRmi3Guvjn7v58nGNxpcZ83OryFnfdOYeMBR4md8o1YbTm2rYd+73lbiWztOocWkBLxrHJBU+sC1CK6+ucw8l0z/rZOi6aGRXSXJmedWXnrx8eHrKzs0MIgf2dfSr+PDcA5nI7n+OqKOuGU8cw58zDDz/MarUan7FGvUMIU95znizgkZbEBCXV6ztha41tWebld9M0DDUwNrte7afDAkPKFFhxwY+K817aG0LJZZ0m1hXhHfpUODw6gpTA1kJ5Lb8fJwRnAlrNaieWYD/0EY8bXbr5bjOfiBF7me36c6tn7pZWhYRWmsak4KZrGiO/Con3DSRPYAG5wecWtUSAEXvJJDYxkZ0fE8ZFBOeNNLso9A5wpGj5p0ZzKZZHjVKVca1us3pHkjFRbRw/7y2TYRgG+r5nvV6fGSfDUkzYLaLZdQMPPfQQMQ1cu3ZtdDuqxTAf0/niq9b1CEqrsil8u+rijnibGgY23+Ts3ustDLUuDkteL1QizWNkeK4gtojfgGoeLde5skkpjfeveajzTWNuSdbnimmg20zW/lyO6mcqD2xuGc4jkdPn6meqPDJueLu75zg6OiHnzGazsXt5N6aPpbKmglgkso5Nvab3nmUB750z7mbXdSNWKt4ZmVkmxWmWZCA4ixyT67MZlrzc3UHFviPe5lFniq5Ga+u1aj93dna2Xpuv64pvGqnbdMPOzh7r9W+y6KqIo3G2aDVNFSJgCgKEwl2b77A5Gw9snAyMGa4pj0RRLw4JfryehKIAz2Avc8U236Xm+AhM1tkc00EmwawLbq4YjedUCMzqUGrhgET0SioT7zDcYXShFGLJ/UNdIeeGLXfLLukZcmXNNaYU3fZOi7NqD/Pn7LrO0mdSYigY3Z07d4znp1hKTZ6IqhYt8+UZwzgeq9M1Fy5f4uDggGvXrvHSSy+xWCwsCldIsiMmGMIIZo+k46KEu8KHG7JZN3FmJc8tt7ZZ0DY75gbGPLqxNboYq3KICY1pC2aYR2irclK1qH4z69t8jif80I2RzrmVOlo4MRbOXLFYyGQ1YnHWyUobq9SU+8/hk3rtuUdRFYlRaNTGUzJ75w7YbPqt6HZS3Qq6ZWEMSsyDFBXUr63Oi7hQUuomulGl76ie2fgLu6CSuKs6yZmSOthg2LKgMo0hwGplebVNWIyY5Xw91n5aQoDlI8feApLdENnZ271n/fLGUHJgLOoZjjY3bfNMcc0jb4YdbFMJYFI2I6eoCD1AzWA/a8aftTbqRJ5NvRlmlI55f5XZ7s9UD23+lHZpq6Qw8p90UtT1G3XHrPfYAr6Lgj7b36p0chlHnVkXplDzuCtX4W2Xy5HOoKr4puHo6IjLly/TLFpiTuP41VYVUizZEvUey+WS24d3eOtb38ozzzzDxz72MQ4ODsYFtlgsRutstVqN42o44M54ner2JHRr4adsEdC5YtLRupKtsfc+oMoY2Z5vjvNFtO1KuVERThbeJAuV1jC30OcR4Fd7GG7KNJgFMc5uolAiizK54Ge9h1TI487BYtGMucbV2h6tXszlm8t1vd48Mb9Gx+fPP5evlBKr1YqmaVgsmletL0uJTKN35WeyPrdaM9P6NbxtGpv9/f0xQ2SxWIxMgfm6HIZh9ECMgzoZGGPQ6x7aG0LJIRPdIJGKW1YfWmyXcDLyaCoAWc3wOcjqy0IZUmRI0VjSTDmDc/7VvM1dqdcS4rqo62Kti71tW46PTrdwnzQYzaPWEXNOUM3EURHaRI8CkdVMf5l2QtVpsc2FnpwL4RZymgVFZiTKVEjU8w3Ai7PgTKkp531TOGAtISwBx/HxMd0wsNjZYROHETo4O0Y18m0CKIi32l8hBFabbgxQrNdrbt++TbdaW3aD8wRxLELD+uR0tIZSSlZ3zvsx+jx333K2ShRts9jatJyrFJrp815cIYRr4WYpXjxpSLbqMsQ+oklJQyLHDHl7rOtCnyuJKht1HCZLVLaU1tz91ExxtSdOHTBCJGbxTIq1EpIpkEqMNTugIam5dpvNBt84Nn1X8ktrJoKRZeuzi5qSyJYig4hBEeu15dVWY2G+OQA4UfZ2dnEoq5Nj48PNKDA5ZxzmfQyFh9dFy+8GzHPSYgWr5a+KQmT6fn3eSkWJ0dbp6MHILJfXPk3TYrLrQIeB/d29z6dRttobQ8kx7SShJstT+V22AOYgcBWkeYRFZMLi6oDNlRFMbkFdXGfbWRB+bkk1jXHXVqvV1s6mKXNwbm8KiBRLKvh2toNPJXdsR5stHJ25ujg14jtXAAAgAElEQVRytiKduRSzrIttBH5dddvDqFRzYqylZjakL1WnPMGVJOtKWHUNMdnnVKcsBXDs7e2x2Wy4dOkSwU/u1Byor+1Vlq6fSiPFEhkdhoGD3T0uXLjA4Z07fPL5FzjY3dtKD1MxikXjw1YUbp5BUK2PYRiIacrmmC/Omss4t/TnmNjccplb4KPspe1nqt+vcjPidDlaGSTVMQ93Ph5z7Guz6Wnb5Wi9bG1WVMuwoZLTYaI15exwrm54hlXXiHS1XF2BIGxAZHbtqSW2OaFnqStzvqNtJg1xAJGGxWKPECwVsRLpbb7DWK9QBdqlpeNVaywURadq2UquKOIww05ztkIXoXFbCre+F2cwhQ9CaAulLAvLdvmbL+NBcKQipCPmloZiposJkkzJvFVo57ugDczMLc2WgG0TZ60KyDysndCxTFfKmcykSF/tNqQJK8AmYN1t6Hu7D1qUWuG/5dGamlwsYKw1ZqV1JsFOasURjfrhthZkXfhjZdic0BQRZ4TekWaTS0aILBiSEJPhdKoeJYzVR2IpCJrVrgEZ0cTucmmpbF2iLTt4aLaB+2opOOesam2ZF01WQso5B86E0i9bjjcrHn30Ub7yK7+Sjzz/PDv75zl/6XLBIafo6ygPBf8LoR1dk2kRhlFJ1KKbWRODTrjUiJ/NrIJcq1/otms2bWwl0lnIvfNNtfbJJnEWCDmzfMbrilmti8Wi4HFTJQ6V+mM5szF1DLEEDlwsqWgOiMRcLCbNDF1H27Y0i3ZLHr2I1aSL6VV9nbMP5tbpmAlihLNimdvrvVouKdKQkyN1BtGkNP3UNTEMlvc6ehOoVaJBS2ViR8Sqkrg8FXyoxH8lFTxOmfMNwRTTZrOxTJxhQHPJXfaQib+uBP03hJJTEq0mnGSg5PaJx7lg5q94Ei0Zhwu+5AXWXcEEtfFh26d3xheqysO5AKo4b2k6zjnL5yuUiqyCE7FzBqbKk6MlWKkN9bUKqi8WxnCvkzZ9b7IKK3Y4J8C6DE4zaEIo7Pc0L6czMebrPUe3VGBIpTpFVCTLlsL33uMRgptcfrPiHIK5qcF50JozCOBwoWVnb89Y+Yt2y8WvzwiM+F5KqYT44wg35JyLy+LIcUBzIriGk82ao82KRx59AO+VK1c+y8nJir29g9K/YlnVKhmzzcboNzWZfXIpvQtj5ZVK0q2WZS0hXxWhJnOPxjJdZZPByejymRUWqMuiUjuqS7eNgU6Y3tydrfdKTFF774rr6Kfsm1R8Z0u0b0x5JIMVlETSat0DOW8FayZ3t2JfpUT/DM96rf9X+fV+UpI2v71ZqKI0TkhDjxfwqJU7KjmzVa7HMQhm0Y1Wl/Oj5ejFis5aQNDqDVp5pm1YIISA0IyVXaocqRqBvnpdXoKt+zJXTXi1d/G52htCyXnfIovzSNhD/C4qFsXLYoRDG/zIIph2r368bYmW+5i0YguFjJpB1JTWiNuobaW5JkVXVyurTchMQc53+rlbA9uuSXWjtkFcc1Gtcogbgf4qZKlEMsccTLWsDBFL/zKlOpSx8aXMzBQAGbqe3bYtvCIjfwdxIwCc0JE+EdVyMEdLyE1pQuKSkZMdSE7sLBacPyiFOrNSL+6KRTe3uOY8Q18S4ufAtEoEvwRavLfcx5oHutls2N3d5YEHLnHjxhVOTo44ONgrQ+9H69bGrbizs1LfNgem1A0cN9iiLoqq7Opn67i4YLUEa5FPso1TLUbJLHo4p4zUjaO2OWwy/8y4+JURQwP7v4lg2egQ8jCVlco5W9XcisNm3er/PBJblUClVsxdvEnBVyKzHzeQmp1hhUSHWd8NG6zPm3MmtJ4h9WSX8c02W0C8s805K6Ek5LuKf6qWowXK5uxsjH2hlVRL+SyvVdzE76wWm6pVUdEsVlVI1WhamPuaf7NVIRm6NSd3rtGt75KjRXVcu0CzI0VHl4QsC/oktMHKGcXYI1ZfwX5kG/wFR8qY6a92LkNNKdoqYFXaXKDm5v7cZZmU2DZRc+4SjJ/N0zXq6/MwPoDzTXFlDHAXkRGrsmT1tBWFm9yT6lJNEd2EjonSYCTYcResaTdlMdTIrpUVwoI9xWWtLpa5ksDMiqmt/r8WIDWLYwLpY6y0BgPPM1PkvLL/vfecnp7y0JseRBw899xz5d6JYZiUVMVDwRRaNyvBdDZIUC3KuYWlGUtTKop/zomsi7IuzNq/eQrZHLOat/nfr4WDmTKjQBKQNDHEvijXRBNKHi1K9kL2nuxlpHLUbJUqF2OA7Yz8zeWrgvmjEi6VYQQPGoCwFbWvWKNtHobd1mKwzhmZehOHVyn111oP8zGYf+6spVu9q+1xK4ZM8Ra8W+CdnelRf2rOsw3pr69C3BuintwDl/f5L//gN9BnYYjKlRsnfOrFq9y5dcrNo9tskrJY7tM2Dct2B4KdJ9B1Pc0y4NqWFIeJbBsg54QPFtXM2bIJUoz4pkGzpVm17asT8AFSimh2+DDRUUbXY7Z7jsEGpuKUwBm3a2pViW1Fs2aBBCpuFPwIzttnbEFbkrSRJ2tkCox+Z/csi6EA+jJbABZ5lNG1ELGDWmr1Q8FzcnTK7rkDVpsNLkyLO5wJgMDEvXJMY1g/Y26lHRzknVnU9ayMKuSmpDpWp1Y+e3/P6CYvvfQSFy5c4OLFRzk5ORkVVv1OtdpqdL0ujHkkdB6lg0JIreETJ0YWLqC5KFuVhWurC73CFBUO2HaJtxf5tqVpy9NcY4cLOxA7ghNEWpJG2nbXDhLSjhwHBhGCZgIKvhSehK3xncvMXPl574lpospYX6ZKICFQDnPapsdsk9Y9KSdwBfrQTNP6MWXSvmjy5koADdXxpLiKR0pNsVTAlyBE3i4WUWWwKlgwqoywmHk92ahEajUgjWpGqU336nX7udobQsnlLFy/eWMElM/7gWefaEmPP0S7fJL9vQvknGnCLldvHPGBX/4wL79yxBDh9OQui8WCxf4uEgShJfcbYpYxU8CRicUdtAR3xyJY6MoVwmF1f0x5ebKIFSCcZURU6wGmHWqeXwgwDD2LRVOoANPrdaGc3QknNr4dPCMCNb8PJsWR1QjB6PQ9L44odi6sqhIxUquV3bZE5oopBjEunUbjW9XIbOpKleK+Z3V8QtM0tIUgHELANw2x71GxfFjDOJXT9dqKXMZI8IEhJkKxFrViSNFOZ/IE67puK8TxBCfnESesVhsee+wJdnd3uXXrJl03cOnSpVmdtsRyucNqtaFprPyR94Fh6LcW/tm5cs6NpbvPYqNzSGJOTj77mdrnOVl4/v2tvx2E5EkuApayN6TMznKHmK3w52OPvInD2ycMp6d4prlXOwUDzuTOjtZVUR6VSVADDvUkrtq3EEymsxouKmJUrEW7HOW8WsHzEkreezsisMjXiF+ybbFmFM0z78kxuqzVczA3mDEVjnKMYxcjRIse+zBtTtYPq6g9nv8h9ixW4r3BOaso3YSde9It8AZRcqqJ1cma0DbEnFmEBT0NjQ90m0QcDnFNg8QTfL7LO7/sEgd7b0W8Y2/3HL5ZsE7Ki1eukNIOz33oOY5XR/SDgda7+wcc7B7QD10hv4qdJJSSVUJYBGJKFnTIhu8534zpQfBqWsncepiz4r23CGYVnHlkS1XH10UKj6hag9mUlZOScxnN2jD8wU6OFbHIXrMMpL5DQsAVV3Xen8rpM3zJKo846cm5LxFLBUlokjHBHuCVwzvsXThnir9gjb5aC5i1qimPnDZJE1a1DM2USlTcrcbV8ksJ1W2l7c5Ymdb3TAiw2ZywXC65cOECzgWef/55nnnmGZbLJXfu3CkFC6bSQXU8K82mKqo6/gCND+PBOiIy4WPZlBDBj5vW3L2qm1mFJKoFPYc05nJh0V6zNFSFBk/jHb/39/4O9luPePjBH/wr/Pnv+Z84f/FB/tf/7e/zwpVbqHM43eAIiDRoORvWxs9OWKt9ymcCY7UPVbnUfo4ubqGhoFbdeN7mzwRm2YaCV9btOJdK1fNnTrN0uZFS5QSnMipFza7AIKDEUt3bzqHQplZ1cSBWjj8lK3tvqWsOA5uEXA4NCo0U6tjOGKi4l/aGUHKo0neRjPG41usNEqadOaXM3ZPb7LQL2maf3R1H1w3kITMMHavVhr3z57i863Beeex3vJNE4qVr17l6/RZXb9ziuU/e4uL587zlqac53AwcHx9z8eJFhs2AnZ8qxLJTS8pIYftXQH0kBs/AZmBL4Gs7u7NXN22+gJxzUKrXGqi6nXkhzvAR0TPVTcTM+iEnU3DVfVK1Q7NnlBPrt0V97ZBeowoMcVMWhB938PqMrpCzRmDabedueMzSpZTaRgFNlk6kWpE5VLGKL1iSifPbbmfFRqtrU5XjPKCz2WxYrzueffZZPvWpTxFC4PHHH+f09JSaSN/3fTmqbsLbKtZUwfkhxXIw+IzGM/t/Hds6/md5dq+FgZ11UeeBJzPGlVYtDSsvPM/9/M/w3C//HG//mnfzD//BD3Nhf0lwPf/99/85vvMP/yl8u4t3zQio14ISQiknXnCos/O7HfDaDoLUvFGclKDmjFw926BrBo2qTthXSZW0ZC2zqGpAriqxs7y8UZaKFKiLpYCE2Dkr6hGpnytypFLwY8dZ5GjEVwvGOfTJTiytbIl7bL8hJScinwaOsbGIqvouEbkE/EPgKeDTwHeo6p3Pd50hZl65fZfz58/jfcG3ghXoWxe3SPtEpz1xEFKzZL3OdmReirS7u4XFHhFNdoKqRh7aa7jw5AN8yVMP8vij38jFBy5zePuUH/qbf4uP/NrH+NN/9i/wsx/4FbIKyXt22gNyykZu7OIYsd2qrDE9+2sqtypo2zv+dkoRFOEyRAtg5NTV6/gwkWPnAHi9b9tadWGZ3TeIYzhTYghMKDRnFk1AfIaS9CHOQP7avPecnJywt7dHqK4R2xZNFpAUDbsJHk2DFTucF0qMJoSWS5xoxI2Rxoq/qCo5ZVN+mS3royqqGON47sOlS5dYLBasVitu3rzJm9/85hlGOuFk87S7u3fvcu7cufEIwPqMKSVcccXM1ZoUxRya+FzW2tmgwxwrM3ikkMglE5tAaHo+9rM/waMPvokP/dIvcP3mVULb0B/e4Ny5A97+9BN89GOfYrF3iVVeo5UTKlbnrlKmRld6tiHNXfOzeJcUFkIdpzHK7CYi8DxoUa9TXdY8s+LPbtyv9d2zQRojCxf+nLSIiqUdBjsDxMYfmtDMMpEsiOicFSNQNYWId7TtkpSGEvS/9+jqvw1L7htU9dbs7+8D/oWq/hUR+b7y95/7fBfIWdkMme6VQzvDcd0zxI6D3T1Ula5LdLGjcQ07C8ft1Svs7u5CD20IxKHHN45unQk7Htev8W1DlMRqfcxDDzzE6ugV1se3OTw85D/7I9/J1WsvcfXaR3nLowc89NBDnD93js9eu06MkRs37nCaI+uuHEDiHOIKyzsryatZVDnRVO6W5snEdp75mRFVlWkynpDDG51FZMylFTmTu9mnckjvdlGAnCA4IQ0ZO005FdfGb9MIwMpGR3N1/KKlT6mctmhMeZcnTtLBwQHr9Zrd/X1SznggFutKAY3l1CcpkdtilToRgkBQYT26QiXajZGEk50oM2GLY3PomUrBdaHaoSUWeKlnZ1S+3iNvfpTFzpJPf/JTPPjgg4jYZ5azkthzykdwswq5qRBR3YwShKI5v0qB1THfKgZZ1vp8Q5pboTULYDNYBZk2LPjdX/U0P/2pH+P20S1+9Md+hnPn9jk+PmZ37zyf/ugv877f8y3803/1q7z44V+k9Zk1Da0OWGqFI8lQrOu6ITp7S4zA7mRSdnNeJSkX3p3a0ZreG5WFSWnb89UDy305I8ME0hdKSw1sjT865fPmdHbDn1dNmaofa3HhRbdhH8Na7UjLGGMp2GlBMgkmhznGUqo+Is6byx3/3WY8vA/44fL/Hwa+7Qt9IeXE3cNjXnzxRV65dYf1es3Ozg5HR0cjXhRoGfrE7du3adslXZcK3WCgj4mjoxMWiwWb0xXDMHByvMK5YIcMZzg6OiEl5fLlB/mRv/e/8/ZnnuVdX/XV/OAPfj+r07s8//xzSIpcvnCet77tKb7iS7+EL/+SJ3ng/B5eIuvVMev1CVnMavAuWKYGgajF9C6H7mhNcSkkSC9iJZ5UDKeQbQ7U2CTTb7oxfUtVbXLrLpsqHgKuCRY4cRZir4B03eBG3pZYGe0UdRTI0RWVKXrsvTerR5UK3CyaxnKBZ8ozs10QIQtjSZ2KCc2faQ6G17+nnZ7y272Kh2bFGPqRbjJaGMlK5R8eHvLYY49x48YNUkqcO3duPFIw5zwrCzWLHtZDnb0dFzi6fDobrzOtum71Z47PzZ9nPiYiwsIHGhI5rvm//8n/ySMPXObuKy/zSx/5KCkL58+f5+61m/zAn/6TuFuf5f/663+Zz966S8TRlqwDFUFcQpJH85SSiJTqIHFmUc5KkdV+zd3atm3HYMDc/c45M5QDeirOpqqlAs1E/ZlbkvPajBULnd+7tnkw6Oz8j/JU6FKVcF9znAFEC+9VKsQTbAP2Qj7r236e9hu15BT4cbGSvX9LVd8PvElVrwGo6jUReei1vigi3w18N8Cly5dp2j1+8l/+M77xG7+R/f1zbNaHVrZb15wcryF7dnd3OT095fjohOVyF+dKnpwIy71drt18BecFcZZJcHpqu/v1m7cJoeX49BWuX7/OH/3D/wUvPPcCKsLf/3s/xO7uLg+/6TE+/vFPMCg03vPyS9dgfczDF5Ycrx2+3WWx2MG1Cw6PTlCFWy+fMKQeB5x/4CJHRydmNWgmJ48s7HRwVcEFh8MRNOMbYRhMSH3NllArpFgXdNJsLmkJIqhqce3sxCM7JFqRTOHamUITMSqKk3qmgx3xl9LkWtXrxZzHkuf1sORKXZkXMmhKn3IR/vnunBFogmEraXiVkitzvYUBWSmiuUIxC7hmKYxun7MNoVpyI1G3VE9er9dcunSJvb09Tk9PuXnzJs8++yw3b960clEypfBlFBJbyqlyEutCnWNb8woi89fnSru+t1wuX1VLLw4DEpRlGDg6ucGHrn6G/YPzrO7cYndvn3XwvPfLH+ef/83/he9679P80fc8zkdT5FbOLBvHEJWgMIi3PGLpEbUslYQdrWl9KmmPVCL1tpU2n6va59EKyxER8KG1xPcZ1livEWMcsynmG1SN7oroiCPaPLuR3jGS9tl2+efjOS951rbtSAa2TU9MzqWwYbMjBM8wdHb28j2236gl97Wq+tXAtwB/XES+7l6/qKrvV9V3qeq7dvd2Ob57xNd//TfQNAtu3HiZ9dqKMqYoHB+tOT4+5vDwkKOjE24f3uXu8RFHR0fcvXvM7duHXLlyjTt3jjk5XnNytGK97jg9WXHt6nX6PrI6XXN6uuapp97K+//OD9NHWG8i6065ev02/9F//B28+NnP8tJnPku/WXPhwYs8/NRT7F64wKOPvZnLFy7QemEhwumtQ25fuc6ORM4v1zywnxkOb3H31jUOdluCJIb+CDQiLhXOmaJqgRKXhMY1I4UiF16ba9S4fWmgbTxOYRHstHRrGSURmiKEhXAsdQee5WsilS6zIMVpt50TQBtvFVPIyuGdAgGUNo/UzXfjUAITOWeWbWunp8fIJqaxaGNdHFOOcLEm08AYMaRUfNU5iD6lbdWWNI/XTZrxzXTA0DySqqo8+uij3L17l5s3b9J1HX3fj/1oxRNKyl5N2zu7cOdWy1zBnbVE54pcxNN1dqh1PdVLCewuF2wy7O+1PBiOcAc7dL7lt77pQX7bkxd57xOPc7BYcO7pt/Hi4Sl/6r/5szy2+hjvWB6zPH2FNz10kdPbn+X07iG+9bjcIEOAmGidjHx2qy7jEZ02hoq9zS3M+nwwWbSWWeIRciWu4LNBDwC+CXa6nNu2EseqJHYixVgkoG4AKSW6YdiK2tbDn1QnpsE8EJeKzBhVyg4fJys+OxgSErPhvynSzIpf3Ev7DSk5Vb1aft8E/jHwNcANEXmkPPQjwM0veKEZ2Lxerzk42LN0qWyD0vc9m65j03WoGCXCu4ZNN9ixa8JYmHG1WhFj5uWbtzg52bC7u29VgQc7WPfFT36ad33V13D1yg2Ojo45OV0x9JEf+IEf4Gt/23u5ffs25w526fveDnKWQD9kVuseHxb82kc+zulxIvhdDg8PuX34CuLgwvklD13c4xMf+1W+6u1fyld/5dOcW4JLHblbMayOIQ7s7u4SB6v3XxwLtAqHGp9NRMhDHF0z1cJ/yzImmJvVVnbMYETbaThlPKlrIkVbxYuzO3VdFJvNxg6anub2tebb7leU33rVcXz3aJZLbJ/LKPWgleqKOudG93Gy7LZdv1eLxYQD1e/O3TGAxWLB3bt3x/zgrut45plnRphjd3fXMjyagLqJd3aWBvJagYa5K1//Pwf76981g2QenCEm2rBgtdoguuHlT38UXd0xukvKtMe38XngM4d30eDYuXyJf/bjP47evc7TbzrHu9/1Dn7/t30Tjz2y5LOfeB6JjuAsvznHDsZTxRJz/qHqdCTg2WDBZB1PUVaPmFKsG+Yce5Ntwrv3Hi2bZ6UL1e9U6atj0lTOXcEIawl156YMlnqPIU0cv7FSj06UnJHkX5PyZzmw99L+jZWciOyJyEH9P/BNwIeBfwr8ofKxPwT8ky94LeDu3bvjgq7F8jabDcerU3yzJIvjdNOxOrXKJIeHR5yerllveq5dvcF61XFyuCZlx/VrN1G1siy3btzm7uGak9OO45MeZUE/CE5aglvw4osvcuXaVVKEb3vf7+OJJx7j8OXbnN49pF+v2Jyesr93gf/np36Wn//gh7n1yiFhGXnnu7+cr/u6d/H17/4annj0QR586ICv+ve+lO/89m/lJ//FT3CwJ7zzHV/Kl7/lUd7xzFN89Ve+jd/yFU/yticf4OLFBu87SCdoPCV1pwSUBQs2g1XIlbB9VsUW1pJN6blyspORMKuQWzVcnwZS7gy/YSBpnJ0Oby27Qhx2wsnJCavNerznPAgwRufmAZASBLhw6aJZaK4cm5elMOS3QfA5xaNarzX7Ye7CzFN5wHA7ERkrvcQYR2usct7qoqljdHJyws7ODsvlkn7ouHbtGiGEcSOcK8u5pXM2arrdr+n1uYLMOZZ80A5K0r0jk30E9UT/ILfck8TVCre+ix7s8uHnXmIhd1nKhh3vefn4mOubxE995Dl+93/+x/l/f/XD/MO/+0M88sA5vvUb3st3/b6v4zu//b3cuvMCp/0J0S3Rea41JcWvVP9A/FiezMZwqkbS9/1YQUZEGLISc0CSR7KQHCRn45KGOJKNa5UZSZngfMGaS+24lC1/tcpiylsHTJEt8BF7i8QPnaW3xRhJQ6R1nqXUsmDFQpciNwL4gG8CLjRbp7rda5PX2rHv6Ysib8WsNzBs70dU9S+LyGXgHwFPAJ8Bvl1Vb3++az3x1FP6X/2ZP8/e3h43btxgb2+nuAEdt27dwknDL/7CB3j44Yd5z3vew+npKTFG9nf3xgqhxvVx7O7u0HV2gv3BwQEpJU7XK0TM59/b2+Nf/38/z4WDc9y4foX3/vZ3E3zLnVfu8srLV/ngBz/IQw8/zl/8776XX/vYJ+m7xD/60R/jrW95mg/9yi/yl/7SX+D5j/8a5y/sk7oNy91mBMdVbcFduHCBv/U33s/3/Ik/xq1bL3Ph/Hk2mxP2d3fp+xUpNnjXcvXGdfYPLpKz0ncZTfAvf+qn2DvY5x3v/GquvXzIot2h36y2dmVLpbIkauesGKZFHMzNatoSzlcjWqaSxlQV3OQuFFckR6586lM8+sSTRvQtCdUqArOddDwBqwioBRsEEYjF2rQgSBpLKNncnC0jP+FCZ2RqVII1SjkP0FTro9aeM5pJ/yrrY17w0nuTo3PnznHjxg2aphmDFM6Vs269p89p6z5Vps5GUc/2eb4BzTNgahQ3RSF45eKFJQ+eu0x/dIO/+5f+BDcPb7PwjhgH7mTP6brn4rk93v1N/ymHq8Q3/66v4yf++T8j6j7PPP0wP/qj/4Dv+K7v5B3vei+//KErnL943kr5ZyaX30819kTMNT8bNJiPtYiguVBLVBHnyCGNad11Q62WYXXjRYTGlUhsngrK1jmp8zi3jiVbAMeyb0oQZ5ZvXS23+feqtZ80l+h6OaQoLMgu8wf/g6/9oKq+6/PpFlsv/4ZNVT+pqu8oP8+q6l8ur7+iqr9TVZ8uvz+vggNQTCF1XccDDzwwTlrbtjz55JMc3r3Ds88+y97eHi+//DKqVvr89PR0S6ibJnD3ziuICIvFkpOTk9FtaZowJoVfPHeeO3fu8NDDD9tByjj29g74si/7Mq5evcpv/7rfwT/+0X+OkwWnq56FD/zKBz/IV779K/ilX/lFmnbJyXEHEhjUIc2SpKZY+r7n8M5Nfu/veR/PP/8JxCmPvOkyyzaMFkkIjk234sL5B7hx/RaHh4e8fPMKq5PbvO9bfidPPHKZn/vpn+SgdVy/9ukiNCW9J01lzEey5CxKehZ4ttcNS6sl2mFSHjlbpWHFGWlWEziln2FqlS4yYjwylW8flcmY35hH4ayu3llrbc6nqp+F7YNu7H1j/dcmYtZDdX9VJyLr/DPzIEcFse/evWuH7pTIbLXqcs4MsyoxIYSRijI/y7SO7XTuwfZYzlPAlIx3C5zATiu40HD1xPHzn7rFA0+9nZ/+8Cd5/top149hhePm4YpPvHibdYT3vOud/O2/8df5hV/4AG9/+1fwmZc+y0/+1M/wvm/9Axzeepnv/94/w6XzS5J4+lRPF1uOczN3W88aMHN8tX4+OJAy/tnlMQd1K5NBJh7elLI1RV+rJZ10+7jOqvTncqIlWj0Wti3KrvRw0gmqpL4c65hN8bbtgsY3pDzldd9L+ze25P5ttseeeMMiFzMAACAASURBVOL/p+69o+M66/z/1+13mmZGI1myJVlyr3GJHcdpjtNJCIGEhND7dzfU0HZhgV3CUpbOwhJgKcsCIYFsQgohYVM2TrcTp7nFvUmyujSjqbc+vz+eO6NxlnPI95z9/k72/iOdmdHc0Z37fJ5PeRfxkU98FtuQN568ueSYfWpqAsfxyWQyeJ5HrSaliBKJBJ4jd/G6cbPnyd3TsExc1yFm2biuSzweb8j71KdgqgapZBrHcymXyyRiCTo62/jJz37EipXr6e1aSiwuicdPb32SVCbNidERVm9YS3d3N7ZtY2sGtVKZSs0lED6qJojbMeIJAyWw+NY3vslpG05lTscs1p62CtcJ0AyTQCgMnhhjetrFrZbpm9dN56wsvisNeVVFIWXH+fm//4TuuXM5emSEU0+/EKGrKEpAsVLF0C05hGiyQaz3roLQkdzFQEXVmkuvAFUxZbBTQnQjRuBUcByPqUKBbK6VeMyMpKcMPPwG0FdRFHzXRdE0OQuNUOdh6Eeaf1E/S8yUGc19neYFWA8W9d2/uU/08p4h1AHE8qhzjOvv03z/NgOKm7ODWq2Gbc9YQtq2zej4GNPT0yxbtoypqanG881lqqqqjWyo/jlf7tvQrIDSGM4oKp6qokR9Ll0ThEEV1TRwfZjfO48WW2F06AS/+c0vePO172P1qlWsXppDj6XRzDQxM2D+3FYUvZ19+3bgB1U2nXMeExNTLF65nlNOOxfNiEeQIQmXCfwwulb1/52m6yg3BZnte42ALs1s6rqM8nX176t506lfgzqoOFRmvkcJeZKbVQMYrKgIX1IOG/dPHbQdikj9WgZVLVKelpJgQWPjFgGo1gyQXgnrrRPA0Hjbpa8sk3tVBLme3j7xsb/5PHqTmYjjOA1ogKJIboBuGohINM/zfMLoxvI8j0wmIz0GKhXitk2hWCSeTBCGIXE7Rt0cua7FZdsxhAjxXZfAD9Etg2qpwoqVy7n/sS0M9U8y0L+XyYkJBgdGOXfTeaxcewrzF89jcmiK4fExpgp5piYmaW1JMbenh1Ub1pJMt+C5As+ZIJVo499+ehPXvPEqenqyDA0eRVNSPLN9P6VylVNPXUo6q+Phk0yl8YSKKaSxdDWskY4lmJNt45F77yQ+ZyH7j0+QbM2gEkAkzKiKGbFBCQj2USNYlywHQA1lc1xoAj/0sG2p4lJ1Alosg8N7d+AHDueddwnxbBf5fJ7jR/ahx5IgBBqCWuBJXnGT0bfsqQUSDyjRxw1mQzMZbKaRL19f3+VN00SWrjPiCEJIqIxcsPUSUWdGhFRS2OtN6GakfvP5mu/rejZZD4IgqVKqqpLJZDi4/wAtmTTpdHpGyyyQ/9fLmSae5zWCc/3x5vJY/pR0Lt0Q0jFMlU7xgROiCSlPosTiTFenCYMEqxd1ce+9v+CJLdt5dvvTrFy9mIQ9m2SsxnTJZXh4lAvPP5t3ves9XPfBD5JIJHj3ez+AHs/gq/HGICr0A+pwknqwamTPSBe0RsDWNbR63yusf58KIvICad6Umn82uMdRkGrmaEsSfZSlByGWbjRK3TAM8SM5pWbfCSkC0EyXi/q4Sj17ltpxum4Shh6WaUpHNlXw9lcY5F4V3NUglDuEqikgJOjPrZRJ6zqGLS3LPN/F9aUBS72MSKdaKFcrxJMJXN/j4OFD9PT1UqnVaM/lOHTkCK2trRSji9rS0kKhUIjoS0Us28CKySzP0ASeIV29jx7cx8LFa2jJSiqRpsMtN/2aBx56kFy2lY1nrmbBonmsWTsPI1jB8YEBBsdGeOrn/042186KpctZ1NvHrLTKl/7+o9xz139QnJzNmWecxbe/+2P6Fizn4LF9dM27iOnyJIZmUKmVEQEotoGOgaWoVNwSk1WdoXyV5fM8FvQmGJ8KEJoKwsFQJQpcVVXZbBZSl0tVNYQSoqKjai5oPq4mdd00VcdzZEmqGjae0DjtrAu4776beMc15zNrVgcXXPJ6Nm5+HflyMSpLTSxVYISSkiO17Jr7KAqeAnpTFkZUhcrMoqmcVEELFYgClyrEfwtSiChoUs+smlVgFHzfQ+gR5F9V0FQdmMGLNZdYQSA3hFChUSKZptlgUJSLJRYsnE9+fIrR0RE6Ojpk5meZ8j7DJxQqQahgWjrCRxq5qJL4rjaViTPBADRNSKMhNDRNp+Z7oAgCw5A6iNUKtmFRrU1wYOcJfvbDX7Fu/QbimQxeaFCrTiL8AMdzybakWLF6KX+8906WLF3A0Mgwvb297Np/GDsdZa1+NFChLnsUMjPAkQFGfjb5xWhK3aPXRXo3zMgjaX9GZbi5vSHvCfmc69bQNRtdV/F9B1WNhkBI39uwkcmp4HlohkLQNNhqxuzJQ2aVYST4aqIjTx2iKRpe1UU1TFTrlSsDvyqCnB41wGcittzlfd/HqVQlWtuYKSdM02w4ddUvlmmaLF++nHK5jGlZuL5PT09PI2uow0sMwyCesBtaZLVaVS4IRfYWhoaG2LnjJRQ1SUumg5UrVyGExz984QvEkwlmdbSSMNNMF6o8++yz3HbnTzhxbJBatcpZZ69nweJ56H6BweMH2PFinnK5jK1bhEqBL/7T1zn99NOZ1T6b177+NQwOHcd1XdxATip1FNwKeIrMJmJxk5GREd72/rfzsx/9lMWLlmGpOi6gGjG5AxvSZ9RUVYSio0R9NdVQUEVIDZtCvkiyOilLzXQO37DRNZ2E6+JpKsdHp1i7/mJ+8++3c/c9W5nKl3hy5w48AYoXkkrraIqF59UIQhcDFcWQi1iWHiGKEASKjqlqkmanm/U9HKiDayXFLFC9CNTpYug6hPWG80wmFCoBoEUyO82TxHDGmDpC+bteXTm4iWMaZYUNTT4hSeD1LA1msjOn5mIn4qSyLZTKZYrFIh0dHYQC/EAjFrOwFemUZVkWXgCK76CLEHQbXQfPd9EaJuAz0lpB4KMGEZ7N0CMArorQBIpQWbF0GddccTGnrVvPkSNHScRTtLRkKI4PEU+kMcMQ08px1mnn8Tef/DC1wCNfKrFn3x5Wn7qRIwPjQEigBCBUFBE0Olx1iX5FkRPvgDoA12xcg+ZMtb6WfN+lDlFpLuHrbQU5adcJQwfpxaFTqZSIx2NNQN5IZECczG2tJyjNQQ6ayPiirkAiB1on9RFDZImiCnD+/+Wu/g8cko8UuEGkDuvIR1VZHrS2tpIvTKIqOq7rN4QTy9UKyWSyUeJWKpUGsduNMGmOU0NTVGzbbkin16oejuPj1IokU3HJDAjBjieZmi7wussvI/AFazduJBZLUCwWIgS9xomRKQJ/DN0waJ2T5b3XXYeuGnR0dDCnYw6Egr179nL3HXeye/d2jhzZz0XnXcI5m86ju7OXWrnC0fJhXnjxRY4ePU66pZVES5Jly5ewaNEiFEUSy8PQo1qqIoRg5+59nLP5XG765U1ceNFrqTkOimITqiBCF0NTCQgw8BBaiG7F8WoeKU1wSrtGdpbGwrVXoKWTeKrg9tv/k+ODo7R1LWDjqSvZs+NFPvWxvyZmlpm/oB3dsGhty/Kzn93IxRddyDNPPsdEtUyh7FIo+phWnGrBRU9Y6JqGCCROT4t0+0BBhEGDAqYpEp9H4GNZNo4nCP0QU5dMAdOWpU69lxSIAFVTJYQh1P9MplQHE/uNkodQSEkiVY14wTPlr6KpkVrKyT0mIaSIqKZExkiRckk2m8U0TQr5PPnxIV576RU8sW0XHbNmM+2Mo/ourmJiaBquV8PUDXSt3giXmVNd+KAeZOWCPllP0PMcDh/Zx7z53ZwYHmB8Ok931zzSyRwTwwOUylUQOnYmQTzTwsjEEO2zOzEdGxuFw7tfwLdSoMmetKFFeDVFgUDiS1GlLmLgn9z7NE0z4gsb0TBMiySO6pSrGfmm+mdulhRTQglbMk2DWq0SbR71Cf/JDJGXf2/1ErcR7ABNUwmCUCqOKDOiAEKEjeCo6iZqhNWjUZb/5eNVEeSCQFAtu6hqiOsqOI60cgu9kFwuR6k8TTKRifohJtVqlUwmQ7FYbBC76xZ2lmVJGkoQUCqVZhRGQ4m9i8ViuK5LIhGnUqmgaya+H0QpuEbMTnLhhRey7Ymn+eMf7+Nd73oXtVoFmAmiaqjgOlI6PNfSIcuecpWDR4/IXTOm8dorr+Sat1yNYSi0pnLceefddHXO5oyzzuH66z/GxGSesckJNp1xDqvXnIJXc3j00a2MnOhnMp8n195K99xe5s7rY0H7bNpbU7zpLW/ivrvvYcmajZK8LFTqQgCKkBmdMCwCx2Ftd5qn/3ArTspkYGqUi6bz/PjHP0SEKt0Ll/Gmt76DMAz58FuvYGDgOGHgsP7UM7n1jjt5/sXnGRsZ5fqPfIKB42/jN7/5VxbMX4gVjrNm8WLKbo3idImpaclgqFSKOG6IqhqI0CCbTZOfLhAqQaTcC37goJs6Vc9DicQPQ09mAjOZeygFhCNBxoYBz5/ReANO6gc1FpOqNRR5JWaMhuJFPRupl1zShFpE5XDYeM+6P6kdi9G7ZCUHDu/myJ4tLO97PSf6h0m2d6MHNRQEMV3HC/2GynAzo6M+AKkLCzRPQP3AI5NNccctd1AsFlEUBcuwicVS1ByP/oEBTl29imKlyuzueYyNT3H02CA9c+ejqiFPPPEkPT1zmLfqNNR4gmqlBIpAi4JTqELIjBSTZkQipi+DaQDRAKmuKjwzQGie1NeRA3XmTPOUWdM0TDMyPpL2N01ZOY33aGZONA+kZJYfEioCTa97XcwYm/siJJaIn2Qopev/y/Tk6kDNSqWE60r5lWpVymKXSkVp4FwpEzMtSqUSqVSKcrlMKpViZGQE0zSlHFN089eBo5ZloSkqrhtgmTqKEk1SE4mGHpkMkjqu66CqCsXiNJ6X4elntuEb8UYgDQIRoeoDUDQ0NELdJPR8qZQQ+AShJBf7vktLOkWt6uE78OKxAxzp72fRokXkSyW+/y83UipVePyZx7n15lt5+PEtqKrO5vMu5LS1a1myZAmmqfPE1qc4cvAAd02OsmzFCs444wzGJydI9g+wZt0GJqaKSDsRCRFRdEuCJZ0av//dXcwyAv706DamvADbtPn49Z/gpl/dzMqli2nNJAg9lUcee4yzz9rMgYGj/MNXv8fff+FbZLIttHZ08b2f/A6nWmPrY3fyxmvewq4XnmXPzmdYuXYDpqbS2moykS+Ty7Xje/LGHxsbY3LyBHbcIlTkYEEIBV2L4Xs+ZsLEqVQJHOl05ns+SqBg6hLcrKCjKhAQRqwJXdr3RSKcJxPpZ5gJIBd1GIYy2jAT0Jp7SjOP1cVINRRFltT1RWQYMrux4nFcL0C3dE7buIF7/nAHV77xKg4NFhBCXvOwscmcHIDrE9p6MJkJGnJj8oOAdDLFS3v2MDI6TmtrK7FYnFjMwHPlvR8KuTxtXWPXCzvIZVvxXY+EZZJMp+jo6mbbtm0sPuU0WnMZZB0dnVthRoZcmflZD0rNPxUJk/tvMJFm+EwzBrCOyasHtnqSId/P/7MT9WZYz8x5T87y6n4bYThjkqSqKkp92i1AVbVIvOGVg4JfFUHu+PEjGMYMZxA0LMuQFK1QYOkGahjg+B6maVGtSq9Tz/MxdZNYLB5hukJUVcM0JU3J9300w0LXDcbHpyJiODiOhJXkp/O0JFOEoYtlG4TCp2duF4cPH2RqeoyVa07j7rtuZ/N5F2HoplxEkeGHrquEvk8Q+hiqiaqoaIqkx8StJL7rYegaphXn3++5meGR4xxZcJQd+3ZwycWXomgqc/sWcv3ffBo7btHR2kbHrFYO7DvMwMAAN998K7teeJFsOsPylSuYyld47PGt9PXNp1oq8+zTTzF/6XLpXKDIDCjwA7rbE9zxq1vY8/wTlMp5YjGblniCx7c+w70P/hdx0+CU01Zz/cc+xLHBCkfHhxnPe9x2zx85PjBETAuZ1zOb3JweVM3FsFTaZvVx2Wuv5pMf/yCzZ3dx371bOHvTJoYnRhkYnOSlF3cyq6OdeExj3fo1ZLLz2frkNpasWEEgYGx4EkXV5aSsWiMds3nu+V3M6ezg3HPP48jAMGMTkxi6HUFodKSIqISMaJqGcH2MhEW1SS8vDH0Z+Or9Iz8EI0rfkJtnHSxeX3jNUBDfC1FVQRD4GIYuWyWhpBPqlknoeejCw/N0dGMWqzZcwHi+wOCh57BTHSxctJLx6emZG1mVZSKoaEpAyIzHKaiRQIAE7zpeSKYljRK4CFUBDTo6shSmJ8m1ZkglW0FVKBUdBkaG6O1qY+GixQyOjGDbcbY88gjbnnuOdetOo60ljggCRLTBAo2A2pg++ydT2aDOEJkRZlAUNQowKkLM9OuaMy+IIEXazAbiuQG6oUXcZNmIC4IZMHVjg0GBaHorUFDr0COlORjPbEoygxeylHVd1EhiynVd4sn0K44vr4ogZ5kWt958C5vOPw8rFqdadQgCj3g8CUGI69Ygks+u1aqoqkpbWxvT09PUXJfpkRG6uroaooqWZUXNVpVyuRxBBVoQQuA4NWzbolarkmlJU6lUyGazcgGEHpVyDVWJcfnlb8CwU7y4Yw9dXV2MTU6gKgpaEBJEjuKqqkeCf1LTS9MUNFMarMRi9WxRpzU3i1NWLeKWW27i7e94M91zezh87GgEPJVqGcVikXxhEtOIMbu7i/d+6IOkUmkyrWkysSSVQp7BwX7mdJ7G7+++i6HhUVZtWMd0voCm23iBJNqnsll27nuBTFxjVqSEvP3551nc00IukSRh2ux44iH6skk60q0EByokW8oktZA3vv5CunoyhEBHrpsntr3AylNWsWv3fr7yla+x/bmXWLt6KZYJj27ZwkS+yuWvv5z5PVkmp8bo7V1Cueqyd18//SfyjI88imUJNmxcT25WF6Gi0t/fz8hQno3rTmfNKYvZ8eJ2FMvmgnPOpDhd48TQMSam8pSrEkLkui6eTJGpug6WZeG4NRQh+7W+ojRKT1Uj2uhUlAiNr0Vy8nByj0iWuRHntEmd2FA1vBA0RUgXM3T0AISoYhgq4xWNdZsv5cff/DKvOf98Cntr0m3LD0CRQpUSSKhJ2Srq/UQBQsKgahWHTEzDUEN01SBpG5QLk/SXq+Ta5zI5Nk4qYTI6OoLjByxbMB/T1Jk7bznP7jrMgkWzSVoBu3e8yG2//S27Dh2gf3AM3UrPTLwV2bKBCPohwmjaLafQdYMbIYgEBurAXiv6G9HoeTZngjNlbRBBP2jASZqhNXVOr+/7+ELCSXzflwMhX7rOEb13EILve9i2HfXXlUaWCDM8YUXXIQgxbBvHe+V6cq+KIBcKwWOPPMJlr309lUoFFJ+WRFpOvoKAaqkKmpRVUlWVSqXC5OQk6XS6gU4vFAqkUilM04x8HEICEUTEYI1KpUwsFqO1tZXx8XFiMWmEMTo6Si6Xo1KpEIvFKJfLZDIZzjp7Iz/8138jbsexTQND1ai6VSxDQxMmYRhgarLJqmkKqiYNjuWNIQOdaZqMjU3Q0dnJO995Lfc/cB99fX2UixVUoWLHzQYYE02N4BYhlm1g2AZC+IwODzHoebRlsrTP7sQVguHhYdZvOEvurGo0sSIgFouhGQZze/pQSuOkrIDp6WkCEdA5p4NqsYwmQlIJm1CPc8dDW5mKpOMvu2QT83vn4AUBQ0Mj/OuPf8fOPSdA0zk+cJTPfe7TnLf5bFavWiZhOHqc5csWcfzoQXK5HHM65zM2NiYDfCLJOZs2EDoBe/fswLZS/PpXt5LJtXL+RZtYtmAF+w8eYvuL+1GExuc+/hEGjp+gUqryoes/RLoly/xlyxgeHad37iIKhSpKZL7teD5C0/ADgWnL7zD0vagMijI1pIip70vPz/piawb6Kk04u2amiKIo6IosKUWoEESLty72aepgWwYHDh0F1cDzqlLVI5TNv+iHZKU0TRHrm5DmQtyyWdQzh9t/9ztCoRCP2+QLFQxDwzZULFtn4PgRpj2d00/byI++/QWECPmn7/yQ/7jt9xiayWNb/pP/uP1W8tMF5vf2Uq14lB2NQJWbcBgEkS9vU8muzpSGdVjODIe4ntn5TZAeEU1RpdFS/e+gPrmWsl5CzBhwz8CKZtSx1aiylL3IAFORijlyN1AAP+rJehgRIaBYLBKLxaKBRuSVEg0rdNWAV44geXWAge1YXKxZvYF1G05j7bpTGRmewPE9CASJWIxSpYzjyImrYUj+af2GnZycxPE8Ojo6KExNYeqSm1gqlYjHJVCyUinT09NDoVCgWCzS1dVFrVZr4HfkriPxXPVGeTIV5/v/ciNnnnEevQvmI5SQVCqFH7iNElH2lCQ3U0JSLNlv8AJ0UyWZSPOrX91Mpezxd5/9BPnCBPtf2sWhg8d405uvZWRSCrQ02Aon9VLDBpFaOqRLU2ZDgZ//+GesWbWWQDeYu2gRmmZgKOB6AdlsDKp5vva5T2DhYegCzVAwVB3bMLB1hbghP6+bTDHQP0beURiczPPg/U8xODKB47qkUxmuuPRSvvad7+GGCqsWdFIqjvK7W2/ltHXnoqoqg2P9nHPu2bRmujgxPMGBfbs4/fTTKVaKjIwN0zd3HvF4kq9/+eu877r3sW7dOn5/530MnxgiHmtB0TSSCZt0i83ShfO5796b+fAHP8Sxw8d59sXn+eTffJxQgS9/+dtcePGlHOsfwAlnSqY6tK5euiq6BPuamt6AizSXqDBDwQoCga6ZkbCAXIwiKjeldt1MRiIDqASk+65DLmty2YWX8F9btnJsbBQtMnEOhSczOEWaIdWHGKqhYxtmAz7hl/MMHN7FoYNH2LnrecqVPIZlErgKqXiWyfwki5b2cfTwMSrFceZYGlU/4Ip3vp977rufO277A6ODY9x6x+94+7vezG23/4FK1WPVurNANfDDAF1X8byZvpeuynKyuXxsZnI0+NdR+SrCk3m5jWyq3ndUaQTA+nClfswwHGiISHieSzyewPMCbGHIPqumyPJanWkv1M+naU3SUZqGqkgvCJBcY6HBGy/Y8P+Wu/o/eaxYvojLXnMe+ckxdu54lulyXlK1FIX7HngAoSoYtkUsmcCMWUwVChTKJQrFouw1ANOlIvGWFIlkhsD1MK1YI3hks1mqtTKe75DL5cjnCyiKSqFYRCjIAYdTRdWhMDVJEAQU8iX6jx8mljS4954/MbtjIdnWuXS099GSymJbcYLAw3WncdwyofAJQge3VkVVJNl+sjDN0MgYxXKZPfv2Evghn/jYR0Ctsv35pxAK+FUPghn13nq6H4aR3pqi4oeSmaFHSsOf//vP8vTWJ5kcHCAbT1Kr1Sh5HugW+aKLamcItWl815WqIKqKoaoIr4YWurjChFgGv+pTKtdw9Tjf+u6vefaFvRw91s/Y2CS7Dx3gS9/9Fk4o1TTQLT780Y/zwAP30Legm7Ln0D6rk8cffIrjh46hihoXXHYR6fYEo2NDGJpJaarIww8+wPdv/Ca7n9nOg3f/gcULZxNPGAyPHGewf4Ddu/aya99hHnzqedo61/HvP/s1be0J3v9/3sSVV12OoSh85K+u48lHnuLQ3v3kEjC/u53WlIXwi2hCLmjDMAgdn5hpEwYBge812gpyIxcIfKj3fHSk6q4i0HTJp9QE6JpKGPiRXL2EuiiA51Zx3BroOuPFGuCx4/mtiIiGKPu0cuonCDENHYS0vzRVlVq1AqiErsv+l3bwD5//HNXSJIFfxdRtfCdkVsdshAaxhM3YRBFPhJgioCoEqqXxz9/4GrNzWd7/gfdy2903cXD/85y1fjVf++qXOO/8c6j5IZVaFUNXCAMfqU3qoyJwvepJQ5CGoosQCKFFU25QFQPPlZtAGIKum02Mk3q1oUZ0Y9FQVW6mFTYEC3w3yupCYrG4NF+ScoQIJUSonhSTbeI4w8n8Y5DDCsd18f1AMjvCEM995fHlVVGuup7Hp/72I8RiaX5w47/iqzbF6QqmabJp0yYmJqbwPC8qMaW5su/KJqcdj6EoMF0qY5kGNbciBScVQa1WI5VKo6oG1UqFeCzJdKlEIhbD8RxM0yCRSBAiSNgxFKGiGQbFYhHfD+jsnMOBfftIZ1N8+cv/yNq16xBCsHBRH63trXR1dpDqMfG8gMmJPLVaTTIzXBfT0hmdKJFMJqlUKiQSCcbHJ8nl2ujrXcCLL+ymLTcHQ9NRpacVKGHkEi8l0E3biiRuAkJNw7JMPKdGSybDvIXz6J27ACtpI/KTpFSd0K9QcaucufkCapUKqWQvrl+VhjFCx9ACQlX2qDynRmeihezCBNd98bts2zOEFvpYhpSLV5UAVTHQdINi1eGRLQ/iuBXO2nwRjzy+jeXLl+M6VexUjOHRY0znpYT86rVr2Hj6GezbdwAvFJx/8WX87tY/cHz4BKesOYXenm7i8RbyU0WOHTzKRKHEiZFRqhWXIT9g5eJOfnDjL7nm2sv4xS9+wYNveYhvfPsb2MkMxXKZRUuWcGj/SyiqQbolR+CrTFcKaAgM3WyUNppuSK3BUKBH/N0g1CLpboGhzmjABagRePjkiV0ddOwHXqNX5fs+richRVPTBWJtPoapo2oKjutiRtp6zS5YDc6npiBUldtvvZ1ntz6KqisUKxWseIzpUgExCOn2Dmp+iOb7pBM6NcfA1g0cp0r3nC727TtAV28fv7/9VgQemfYcp244l775S5koHyQIPIIwJBRRBlMXwFRP9outB5HmyWi9r9YcDP8cf7We1Xme1zAaquv9jY2N0dnZ2aB8haEk1jeMneo9Ns1C4EV+sScLcsJM/7SOgpDPGWiqTAQ0/ZXXq6+KcvWUVSvELb+5mQ1nnMncvoW8968+ysCJQUQQcvzoMZYsWcLU1BSHDx/l0ksvJQwlRmd8fDzS9ZcX1FA1kskkmq4Qs2w8L8B1XVpaWnBdl0KhQGsux8joCVpbW7HtWOPLzLS0CDTVdgAAIABJREFUNIjcruuSz+ex7Rjf/s43uOFLX+P++x8kmWghEW9l186XWLp8Gcf6j5Mv5yViIVKbzbW2smzFYlYsW86DDz2GGbNRhMMZZ5yOrmn4vsPY6Cj79x3kfe9/F0PDow3AqqYrDR8GP3Ab/qUKmpwUejUMS+L0ZuVm8fvb7qDsuGy+4CLyRRdXCZjf3cp3bvg01YmDeGWBwMOIQa0a0hK3SFoGZjzO9OQoKzpmkUzOZuXFVzGptxKIAN+XnE034ramk2naZ6V457WvoSUd5zs3/oaHH3iY1SsXs2/fAeJpm8p0gRe27ySVSnPWpnNIpeIUy2Wp46aZmHaKzlnZSIHWpz3TgWFY1FwfO5Zk9+6XcGsOgaYx0H+ETaefwfIVs4knNI4PDJKIp9h3YJiDhwcZGTnBd775aYaG+oll2nhp537cQKWlJUMinmJ4eEza4MU0FENHCcHx63xTHzVSixFBiKlruIGLF2pYhir9a+v+t00E/JfLK1VLRT79yQ+yfOky3vPBT2JaFoiAUChS0bZJoXnmb+twCptrX3s6PT1ZevsWMjo8wujYJB+6/lPc94ffo6NgJ1rJl4r4bh6lNk3GNNBFwLGpEq+5/Ep+c/Mt5GZn8dwAO9ZCpSpYv34Tl15xFem2LEFANAgJEOFMgJrptc38X7LUn/nfGrg6bcYYqR78miElUqBhRhAhCALiycRJXsP1fp+USJc+v6oAy4hTCxw0Q4LAG22Z6HxSuVh+nvpnaQivagqu76FoJldfuP5/D0E/nU6LvrnLyFeniCdsVqzcQCqTwdA1CANsK4GiaBiG3BEcx0HXTEJRo+ZUsS3ZgM7l2tFViFlxRscmUBTB+Pgkc+Z0NpyA4vE4ZiSfXK6VKRam5ADDtIjFTeKxJEJI1kFnZydPb32ctWs28OhTj7JmzakYRo4To8Pki9Ps3XeA0ZEJKtUy7blWDMMgmWxhzuwefN+X/UKnyrVvuoJU0sK2bbKzWrn2jVdz4403MjI2TEtLRjIzvEBqdDVNABX1ZIwTYRBJTFWJWTY3fu+7LF+2mnhLhmRHjtNOWc43P/sxnnrmcRb1zUEpT5NLpwk8n3g6QdnzqNUqVCcL9HZ2sqxrFum1lzN/5UZGK9MEQiqQ6JrA9QSKZiA8n97OJB/82DsJAp1bb7mL119+FnPnzOfNb/0QrnDomTef/NQ0bbNmEbcT5CfGefzxx9nx/HZMU2fh0iV0z+lBJSSTSzM1niedzWHHE+i6TrVSIxaLMT4+iaXpeE6Nw0d3MTF1AkU1WL54Kel0lm3P7CDVNpfJiRN89ztfxfNHmRqfZE73fALhc2ygn/GhCi3JNDv3HGD12jVUKmXGCtOkUgmpR4ZOSIDr1IjZcQgDfE0ljIKQpc0QxSOTMRBR815VMDWDYmGap7bcxx/vuZuvfOdG4okUOgp+xB32I3EBARi6jqKqeK5L3LJxQ/jo2y6jZ04M4QtSlsHV/+dzrDv3dXTPSbCwM8PadadSKObRfA1dK9Cm62h6wAv9Y6hWAhFq6LqBacQplUrYsQSVYoltz+3nyef3SGqf7yEMI2KSNNOm/ruP7MtFDurwjeaj/rr673UzaMuyKBaLJBIJ/DBotFtmprJ1+ImGcGXQM00doUnPkDCUMufN3iNqNKGuViWls64QIznaIYEQKKrBtRf/L+rJlYolpqbHcL0K1WqZHc8/x6J5i+ie3U0ylqRYLOM6YaT4K2hJZSL2QoJYLEYQyunM4GA/Bw4f5NDBI4SKlFxeuHAhVjzBZEGWk2Nj0j9idHQUVVXJ5tpJJlqoVB2K02VKpRKoKul0hqpTY/Wp6zg+OECt5lIuV4glbNauX81rXnMhn/m7T/DFL/4dn/qbj3LxJefT29eFboS8tH8308Up+vuP0dvbi2Zq+IFLpVZleHiUkeExduzYwa5dexp4voQdQ1HFSU3cIOJZxpNJal4NDKnlb5hyB1y/fj3L167kwMFdXHvJGbz90g1MD7/EnKxNqVLEjCeYrlSIxyyKk3lMVRLaO3u6GBwZ5tCBo1z5tncxOlml5od41ZIsnYWUMq9PFPfs300+n2fpkiV88QufRdPhxMgJ5vf0ooQSynHKqhWI0KP/6DEqlRpnnLOZM86/gIUr1jI8WuOZ53fy3I6d7NmzB83WyRcmGR44wsjwALG4SdWtMXduN1NTU4BKOpXly1/5J972trey7ZmnWbykl/GJQ8Ti0No+m3e+5wM8s+0lZncvYmDwKCf6DxK3NZYtn0euLc6C3h52PPccnW05MkmVWnGK0HVQTYMw8Fm8sA/PqTQsF/1IzbZZJw1VqksrioKiSzNuAFUTpFoSTIyNNOS7JCdVaVg3qqqK1pQB6rpO1XU4Y/1KTLeEjiCmCkqlCq9701vY+dIentm2gy9+7VscGRhEdcuYQQnhuliKwFJ1/AAMO4lhWmiqgedJmI1hClItFvf/571UIo3F5uzz5SDllx/NwNt6f6w5+6u/pvk966+XcKnYSWyOmfdRZYmpRdqDuoKiK1TdasMTtu5z0ny+Zu/b+iFB2iaI/y4A+pcO7YYbbnjFL/5/dXzlq1+9IZbKYpg6AVCcLqGhsWvnHu66604K+XFcp0QsptM2K0tHZ46OzlbK5RoT40VidpJazcEwbVpzOUIRYhg61VoNz3dwHIdKpUK1WqVardKSTpBJp9F0HUXVCYXA0A2mpvL4fojrePiez3SxQDab4YUXd7B40TKOHz3CxOghMvEEgesSs+JUa0UCzyEeM2lvy7F82RLO3XwWmzefy5/ue5BSucjll19G1SviBwGeL1i5dDH/9I9fZPHi5Vx84YUMDZ7AtE0a5G7NACWUMkeaRuB6kYepwtiRYxx47gWmR8Zxqh7Pb3+W9777Wn7yw2/RkmrBU3UqvkYi1UWxVCbd2kZp/AQrejuxVZ3AUZmzdCFWW46+ZeuYoh0jptMS0+nq7KRcnUaL4Cy6DYHn8YPv/h0TIyXuvvsPfO9fvslfffCTfP6LX+exJx+hZ84snnjyCbLZNMMnjpHJxlHUgGyulWPH+yPPWgOEDqpBKpugu7ubyYlJntm+g/GJcWw7JG4qaGpI1a8S6gExQ2NkZIh4S4JsOsOcnl4+9rGP8dvf/JJAz7B40QIee+wJHn9qOw899hT7D4yycvHpJOyQ4vQws3syPPDAFhJ2klRCY+7cLB2z0mi2iabo7H12K5+8/gO8473vwfFC4qaOFsi+TxhCGEqwqqaCCKVhtCKkD4eiKihehYce+BPvfP91uK6PbmiEwYzThqJI74RQSE6tEALXrfGht72RpXOz+E4F1TS5/h++x74jw7S3t6CpFhs2nklC9zGmh+kfnyKumcT0AEMYDBZ9AkVB+A6ouuR4KoDq4voeD//XFi6++FJ0wyDQZjK1+iGDkHpSnw1ODnySCdLkuaBItZV6vJHlJyiagqppKKrS8KwNFHGSxFYdgiLPHUjsYuQeV+cJ+74PggYFD0UKL9SDbX0goekKoCPCAF3XUFSd//jVT4ZuuOGGn/yl+PKqGDwIJPhQqApB1ac8XWPRsqVkxsaYv2ghufY20qkkth1H0zT27t2DU3N5+umn8V0HRRF0d3ezcuUqdC1k4fw+pgoFquUQRajkpyu0JFpQNANN06jUHCo1h2QqRqVcZWRkhNZUFlXVZ8jF6Gx75jkefOARjhzbw7y+2cRtnTVr1tN/YoxYwuOe+7cwPjFC95wuZnd1snTZYpLxGFbMxg+qLF2xmKGhkUa/zjZNSpUaP/u3n7JgyWJe+9pLOXz8KF29XZSLFTRdwfMCDENFQ8OJpnyqEITIgJNry/DI4yOUa1Xede2b+MODD/Pr393L0488zlvf+h527NrHvF7o7z/GhjWXsGbNGm6/6RccHRmCoIYdT/Ps9heoCpWPf+I7mNk5TOanGB6Z5NDhYRRdQ9Gl+odTKrKobyGF6Sk+8KHr+McbbuDiCzZz5YXnMHHiAJpSxbcEF118Ptu3Pc100ePQgSG6u7vQNYvT1qzCCwRu6FKaLhL4Kk8/vZ0Bq5/Zc+Yw3DON5wXsOzDKQSaYmJig5BSpVqssmNvJ33/mUzz77DP09PZSq/rcduud5PMTrJy7nL0v7caIZ7HNLIWJEkfGB/j6d76FpsnFvHbdqXz8k5/h2WefZdsze/ns3/41O3c/TU8ux4jvkFmzkq1PPc4//uPXeM91H2NwcoyYGZdyQJHKRhC6iEBEfFoFBQUDDc+tsXrNeoQwmNXWSs0JwA9QVIEeqih6RFvSNYxQgK5hayaLOmeRS4QU8uPsOjrFxVdezWSQIJ2wCTyPWhgi3Ar33/l7FrdLbF88bhDXDFxTR7NMeWcqamRnqVJzyoRVQVuukxMnhlmzahkv7NyPGY9L3F4YoqgQ+gqqqjSC3EltEGQwlNxUBREB72dgNwGKUlcKkiBqiWkzGv3kQIRSDzKYwSPKMnMGj6dpmvQL9kJMy2gEXUWTFoue50fUyRBN0xv0OjmwUFFEXUjBI/i/qEFfFUGuUSY4AYgQ3dSoVh1qNZe2jk48VzB4YoJksobvVUm3tOJYDhs3nkk6kyQWs8hlcsSSCbyay8jQKPv3v8SLO54lm81SKBQ467wLCAKPjetOp+p5lMtVysUKtWKVdLyFcs0hnjAJFBibyiNEgd55c8mmMxhbDcpljWpgcO9DD7B961O0zcoyPj7GVVe8gZgdZ1HfXA7s3s3cvvk88tDdTJdLnLJ6Fa1pm+MD+2htbSNhJUinU3z/n79HR3s7P//5z1BRecu7306oSb37ei8kCALZH1IEnhIwO5HlRz/4Pu949xXE7BTnnHMWtWCMm378TT768c/x5e/cxNtefzZ3/+gD6IrHmZd8Biu9EMXOEuoeP/rBDzCtBJOTecYHR4nFDd7x7tdTKBRwXZfpasD6U09j4YIlnH7WJubMnUdH+2LmdLUzNVXjzI1n8ZlPf5qgmkcpjCGCGiVHcNlFl3Fs8ASbzzubbOtsQJY6Dz/8BP1Do5TLZTRdoBsGhhFj3amn8+h//RFLt7jikguouS6WLXGPR/sHOHqsn9HRcUzd4E9bnubhh/7AW699M6XiGJ7n8f3v/jNrTl3Lh//2BqYrOrMyCQzFpeo4xFNpvJrG1NQUTz62nZ3P70TVFXr6unnndR/kM5/+JLPbe5kYfoJMRysicPnSFz7DXfc9Ste8PnzhNez6Ak/K5ityB5Y3aihQNAVFV2nJZYnH42hCA18u5LqCBkLB0jVQdRRNYXhkiOrkIO/82w8xv9OiUIanj0/wzDPb0bQ4oXAbGaAX1LAM8KpVFN1AFT4+FscnCuiGKTdhHQh8PN9HVTWSyThT+TFQHMkC8QQmKkHogpBevYqiRpPnetnarLtHQ0y2Ts2q07NmjmZrQxqMk7p3bf25+nRWqni7mKbUg7NsTTKDhIrju2i6GhlFa43Aa5pGRLGbUW5plKxKSBDODHPqGeIrOV4VQU6m9LpEmUshCRKJBNNFaRica82gqgqOW8Y05ERnenqa9vZ2dN0EAQMnpEmJqZmYlsXZZ5/NWWefgaIEnDgxzKNbtzI5Oc6WBx9g6fKVzO2ZR2f7HNavW0u5XKZSdTh07Dj5/CSpVIowhHjMYHIyT8/cBezafYj2zgypdJJNZ8ngOjTcz7Zt25gYL5BJP8rGc87iyMFDXHP11ezbv59SuUDgVrn3j/fQ1zMf0zTpW9hHRzZH56wOtm7dyrVXXs3Bl17CyqRpy3TgejXZJ1IUAtdF0VTKxSL7Dg2weeNGVq9ezUR/jWw2yUWvPZfPfPjTnLJkCYWKT7bNJpG08FydO3//RzacexnHT0ywcH4XV197NStXrebKq9/CJRdcSKlUYuuL28AVxGOwbMEcBgb2c+jgbu699zamSwFnbDyNtrYM6WSSW397K7qukm7Pccsdf8I04Jyzz+bxh7eQasvRm+7j8Se20NPTQyabk14amXYSiRSq5jM1VcM0Ejz8yBYyLVmOHOsnkUjQ0dGB50s9uFxbC7n21fi+z+DxYfoHB2nv7KFv7jyODxzDMAx2PL+DxUuW8Kc/3sX8pWvYv7fApz7+CfbvO8CBfUcxVYXWliSZjMZkfoqJyQJTpWm6uju47rrrueqy1/H+91/D1OQYE4VJWpJpFi3o5aGH/ovNl1+BJ0BTpLCjCBWEEjSmrSIqV1VVRVcVDFPDMrSGcJoSmWSHIsBzXdBk8Dh97SmcteYNrFzQQUdrBqVm8vQzL8ippqg1YBOqqjA+Osb42Air1ixGHXZRVQ9XwGSxim8oKELFDwS6IfUX60YwEBCLWaRSLai6ZMHIEq9ePs6ogLxcOfkkFZem5+tQmObXNspYAZo+o15SD3R/Di8HJ9tZjoyOsmTxYomMaJpe13uhdf+Muo9I/bxK/XUSqfyK48tfDHKKovwbcDkwKoRYGT3WCvwO6AOOAm8SQkwp8ip9D7gMqADvFkI89wrOgQhdAjw0BeKmTs2tUnZrxOJJyo6LZUls3OjwFHO6ekAxKFcriNBBERCzJbUrk2tBCTWGJsaxNQvfBzM2h3M3XszUdJ5UKkVrm4VtmiTjCY4e2oNpmtx+1z3EY0kGTvSz+fyLyCXamde3nHK5ytj4IBPjI+i6juPZqOkkQ5Uq2Y7VjJUOMrdVYV5vNxP5SQx1il/f9FMq1TzT0xXisTSd7W1kW9J0d3cjVI1yyeGW397GxRe+hng6jmWaWI6gJZ1EiAQ112VqYgI1DDEMi3l9vTy2935OXbWWvS+NsPGsJbx0cC8f+/hXcBNzicUCtt97C2kjyzP9aQIlyR23/ZF9//BbLnvtBfzgu1/nzNWnEMtlEX6Rz3/zVox4K9e8GRatmEdra4ZqZZKR4X5u/4/fUqlOc/99f2Tr1ieYM7udOd2z2bXzWUZHjnHu+eeSLxtYsSSTfpa86pPSQk4cPc7A4aNs3Hg+hWKZUFHxfB9FtygUa5jxOBNTU3TMmU1+YorpwigX93QwNJSnUo5MhTVkI9u0MBIKa5avwDRivLDjRXrmpkA3AIs7f383v/zVv+GLJPmawY7dO7hk80bWLu+ipqpUSoLdO4+h6oPkclK9hMBn1bL13L/lYR55cju+69GajfP6yy/kvE3nMKujjZtuvpvzL7oQN/AhZsreE3UOKlKbjRBdV4nH0lxwwQUUCnlQpDSUpqgEYQAaWJpKoOuUykXedNk1rF04m3S2hfa+U7j6De8jgYkbqigxExH6CD/EDT127tyOW6lSdhySWkAiplFyFWqq0VisqmahCBchQlRDp1QuI4RCKtlKrRp5TSgBCgahItB1jdAVCHWGf3ryYEGPYB4zj/85FZWXixzU/S+aKXN17w7fr1O1IkgJIqJoBXR3d+M4TgM/+HIZLcmhNU6Go6AgogFFQIj+f5Ge/UUIiaIom4AS8KumIPcNYFII8TVFUT4DZIUQn1YU5TLgI1GQOx34nhDi9L/0IUzTFq3tnVIsMZpKve6qN1OsBFQ9l5gxQxz2apKkraoqhq7iOS6mbRGz5JjZixy2TVOnrm4aS9gUCyWSybhU4NUlVGK6MEWoSjCk8AWGoVAqF1h5ylIUpErwxMQERw8fZXR8jEqtRkfnLFQBLdkWWltb0UKNZDLB4cNHJDzFtAkU2d8IgoByuYzjVOnt6aJaKYKicPjQAZYtXsbuvS9x1VVvoKNjNoV8EcMweO6ZZ3FCH920Wb54Cbm2NqbLJd7xxqv53S034zhljg6OUciX0XWdbCZDLhUjlUvQ2TuPj77nSjrm5Hhxz1GccpEf3/hDnnzsUb76pc9jGBrTlSrp7By+/c8/on32AjZsPoNEMk1x2qFULFMolMnnx9E0j2uuvJI3X/tG9u6R7IxK2eOaN76TW275BSg+1apLLpfhvnsf4IUXdjC3exGPPrkV1wsIFUm2rrke1VqIbUuBzJpTpf/ICSxbpaujhcULF1OslikWK8TiLfiugyp00DUMXWdg4Cijg/u5/iN/hRf4TBVLJGM67bk2zr/oYl53zXvRbRs19Lnm8oswLR3VtAg8F89xSKSy1LyQH/zLT5g7t5eWlhZCfGrVIoEbMFWo4Dkluuf1MKutnUtecwXHhwbBBF0YEUg4oC7PrZsGrhZnSVcPP//hN1m3fi1qolWqLgsVQzPwdQ1L10jYNrOTOn/77tfx6K4j/MMX/4nuRSuJZbPgVgEVVL0RFBzHY/LoTu765Q/oTBkccXTUsX04SoYBX0ULHHRFxVUsDDWURk6agqkFeG5AzdHYsnUnW5/bgWnZjSFAHa8mGfqSYw11DJrRCFINZZeo1/bnYkNjEIAUtgyUJq04tfl8NGwO64Gy2WvD9+vKxEaDsqlH5t8CmR26YYgVwUoarl9RYR+oJldfsPZ/xuNBCPGooih9L3v49cDm6PdfAluAT0eP/0rIq7NVUZSMoiizhRBDf+EsqKqOosrU2A9C2SeaLpJIplFVuUOoEWjQFyF+pYYZ1eWmUMkXiqiqSiIpdcuEkFZtXoQN03W5qwwPD2PbcRK21RhXpzOt4HtksgluvvlBaXun2piJGNNFj02bLmbvwZckuX9klIMH9jA5NcrDDxxkzRp5jZcvW4ll2fT09LD9hZ34oUcmlyZQAjK5NsxYC6MTBWJxg655C3CEwqmnbuS2225jTkcnU1MFNmxYz4UXbqLmeJRqLo898RSWHSeeTPCH/7wPJww5MVZkZLzA5GQe29IxLR2CCqedeToHjvejWSaOCz/56U9ZtGgxQwNDXHXNlfzzv/yY7tlt/PVHP44rbN541Rs4b/MmWrtz6KbNooWnc8EFm5m/cAWnrl6N5+Y5sH8Pjz66hWwmRFFtUul2rnnz+3jTW95LxSnxp/t+z4s7nufb3/sBH/nAdTz/3C6SyRZybZ0MnBjBdV2EUIgn4xIaIhRsK4adsCH0eWnfQU49dQ0Vt4Zlx9FUAzd0MCwNzwvw/EC6tDnthCiMjU3Q1t5OqVxg157dfOTD1xGaOaqhzs7n/z/q3jNOsrpO+/6eHCpXd3WY7smxJzAwwAAmJClJZc05LLu6uq67urq6665p1xxvwYSoqCguKyqKIFmipIEBJsfOubpynXzO8+Jf3TPu4/Osn/tzB/e8Aaprip6urv/5hev6Xk+yefNWDh56BlWSqDXKyJLKzNQoup2mq5AhCHwSQtJZgyT2kXWVYmmQY4cPMDFyHEuK2fXEI+w4cycT5clOWnyEqkjoqvA3N3yPUMkQkpAtFElZNqXl/bieh6HZzI7P40oGbqvKzqFVvPklF6HHCR/8yCd5yWvfzJ59B4iDmCTRUCVE1ikC0+40W4yOjuIHEU0nQkpszHSG8mwL2UyL2McI0OIlXVmURKi6ieO1aLZbHDl2HF3rUHg6/lMFYfOSVIVkMUNVkZAQ/LdFBBnEvxdK/Z+XEydXcp0HiIkgjIlVSGRZiKk7lZ+M1JHdnHgsTkKSZDFGUiaIog43UEaRxedR2P5ZclFEcUASxySqRBz5KLGK2nFB/DHXHyUG7hxyt5xUyVWTJMmf9PVKkiQFSZJuAT6TJMmDncfvBj6YJMkT/3+vr+lG0tu7DD8SuQt+AC+++ApqTQfDSmOYeof8K6o23/dJWbYAZ5o2nudhWKYocf2ATDotenpJxkzZS/aTRVN+vdGgp1TCbbVxfI9CoUC70WTNmlVcddVVrFu3gbPO3MnsQoVsNsvc3ByaLgazc9MzVOo1lvUPMjs7y8YNK+jr60dRZHY//iTpXJaDxw7yzK5n6B/oZ2jrELl0Bi8MUGSd+XKNKIjxHIflq1cIyUrQJmy3sO0UlfkyuXyW+YUFCrkMs7PTbNiwmRee+1whhHZkRqfGRHUhKxiKugSTfPKpR3HdKrsefZh6o8LW9ZuQJImuUom+nl7+7IqXESU+L33Nyxk5NsIbXnsljz/1JJZt4DearFzVKwJPZB3QmZgco7u7GzdqE7YScvluXnLFKxgYXMP6jZuJogTbsAndBnfcfivnvvA5TM4ucPjYBH09q5mbK3fu5DKu7+Es3rF1g+npSdxWlZdefh5jw2PIaoooUIW/FDA1HTfwcRyHWmMBKWry5299E8dHj5NJmSiKYKC96Y2v49KXX4llWXitOV7x8pdiqaKqiGUFt15HUhUsM8s13/kxmVyBD/zjXzI3USZJJA6Nj1Cfd5meniFr5ZgpDzM2Pszfvf99+EGHB6cq+HGIphqs6E7RE8wzOT7BbXfdwxe+8V3WrN/MsaOHMaSQ0884lW9+4xp+8p1ruO2nN9C3rJdHjkxz1Q23EUQ+i7F/uqpBHJJIClESI8cRfhRy3Zc+QUEOmTp2EDuTpWD43HVoBjvdTUBEJEkoCRTyXVSqZSRJ+Jt1VedXv76PfYdnQNaJAmfJlQAn8k7/Mz5p8VpyG5ykTVv6fCuLvD6R8rX4fEURc0GxEU06ygBFzC4jQTE5uQpLOvM7pBP48igR1B4JlZCkswkWovc4aKFqhvi+AwHMFGPPgHXLBzlj8+r/K2ld/++f0O+vaE48UZLeDrwdxA/RC0R+ZxyGRAGgmISxixIFBA1h5CWBwPNJ4ph6vY6p6bRdRwxuFZm200ROlCXsi6IrLCwsLPHlFoeoxUKB0dFRbMPEsAUO3TAMytUab73yL7j3rrtpeg0MU2F6ZhxV1fF98YGTNFU4FHyHrkKOqclZjh8bJVcs4IURNJtkLJsvfO6TzJZnmZ6doz7fpLZQZXh4mGptgf6BPpFTEdeRY4mMZdEMYyIJ2n6A4vgUurqIAStTwPE8brjx5+i6xnx5moydoTy3wNC2rZy98wySRGJi8jiFQoHtp13E5NQUwYiLR0QcxdRHR9hx6mn8zbvfw3XfvprhXY+jGRq/+Pk1dPdv4KGHn6Ym5cibGtmUQbVa4fZbfsa13/12x1FiUI3rNJplvvfNr5LP2UgKxLJGtdKi3Xb65pMtAAAgAElEQVQZGtrIxZdcSE8PyIrO1HQdReugpyKhrSoWi0xPTyPLMl3FAiONKj/72S+55EUX0ai7aJZBreZSKBSoNxooMthpC0UrMnJ0gt/c+RtKpS7sVD+6bqIoMmPj47zspa9mxbrN5JdvolTqp1WdJZEjQtfHNG2COMBxyrz7b97Cd7/7G67/wU2cvXM7XV3d9OZtBoolzt65iVS+h3/9+JcolVbSbrmESSLyfZHp1W16Cyk++vdvJQwSFCnmQ//4fuRMiqOHZlGRSGyZPQf28obXX47XDKkmFpu2ncv3v/gO6n6IFCsoctwJ7DaQJYUokVBjpVOVScxMjLFp53YOHTuEGTfRJBPZtAjkGDkWDagiy4RhjG3bNJs1bCvN2Og49YaLLyWoUgCJyNOIIhFMo2kabd9B14yTWsZw6RBcbJn/s1dVikXtt0gDFmegdELj1nEr1Ot1TEtDjgzoRDnKSiLEu0RL0hPkxcCijrvHF9+PKsWockQQxmiqhKok1AKb0HVJaSo7tq5g+tgIB/Y/zb23/ZKUlf2jD6X/2UNuZrENlSSpH5jtPD4OLD/peYPA5B96gSRJrgGuAdB0PVEUpQP1i3F9F3+pZxf+QgURbJL4AtEiJxBLIiyl1Wrh+z65fAZNEj2+mL2pS3eZSqWylI7uui75fB4ikeBlmibtVpuIhPlymZ6eng6OXWRNeJ63hMrp6e5lanoMWYYwdAGJnp4eLMti+OgxNg8NsWxZP1/7+lWcf+GFBH6Elc7QraiUSj309ZdwvDZHj49w5OAIs9OTDAwM0Ns/gNtqcvbZO1BkjX0H9hMmKoadZ75ax7TSKJrBwKCJjEwh38PBg4eYHB+nXq+zaWgNL37xZUSJxOWXv4wf/XCGqZkZZGL6e/u4847b2bh2Lfffcz+XXnIe9XqFfNGkMjnDmdt38Olrf05foRvH89E1g4sufjlfufpqSt1ZfLfB9lPO4Ps/uIGrvvJ1/v3G61EVmJoaI46hWMizeWgjmipRr1YplxfIZrvw5isCN+RDf28PE+NT6LpOpbpArpDH8wIi1yOTyaEoBtWag2UZ+L5ASqVSFq7vg2ExOLiSRx99nDe95fUCOSVrLJRnOHz4KE88/jBrNmzEcwO+98Pr+dD73sXhI/sxTV1sML2kE2xk4jQb7N8/wyWXXoDjBlhmCk1SiDyHublRwTKrt7nrztu58OJLxfIEhWLe4kMfeA+VyXEOjJUh9vjt5a+jWLBZt2EbExNHmGq6nH3GTnY/+TiZlM79Tx6h6YSMHD2ErKdQJJW4Qz6Ow4QoCohlpZPVIaotO5Wh2mxhZ2wIHSJJFfpNIuRI+DrjJKLZrHccMp0NpCQRRBGqJhMFLpLEibZS+f0w75PdDyf7Uxevk0XCYrQWn7SRlTqVWoeVJ4nXy+fzJIQksbT0nDgMQdIRODM6U7yORi/qsOFQiRUNvyOHUfWEKHSplBfo6R2gv9SL327w9c/+K0cOHMTQZLZs2EAS/O/PePgl8BbgM51/3nzS4++WJOkniMVD7b+exwEkYoOVSOiqhiwLM31CvGRxcpqNpbV0vVJnYmKCbaduR5VO2FC8to+XeEtl99zcnGC+haGgjcQnBuAAju+RTmVpNtqYpkUYxKTtDG1bDPVJQnRFByshjiVsKw1STD7XjWlbOE6LlKETS+C5HmeffbbIdG3VkWQb35MwDJt6vU5Xdx7f92k7HhNjs6ixyepVm8iki+QLaUK/xXnnPpcHH3yQsdEJytUKq1etZ3R0jO3bT0E3jA5RBabnZkmlLHoHBkmbOdIFn2o74u7fPsTM/AztZpMXXPByFqbGOHL8EFPzs6QUGStl8tRTu3jgdw+wbHAFr3/Zqwj9Km7xOK8+p5fla05BNXTMTJ6f3nwvkd9CkdPIsszczDzTM1U2bN/Jx09/Dq7rkcumyGfSPP67e7jn9l/zi5/8kC07n09PqYvjo1Pk88s4dmyYKIaF6jwb1q3n6QN7MW2RpdvT1U29rjM2OUcubdB2mtjpPK1mHVk2aPkBspIQBQHzsw22De1gcNlyFuZnMU2LVDrP2NgY+w88zaZNW3nFa9+J1d3Nq/78r/n4+95NrLqgGuiaRC4/wOxMhQsuOId7H3oAXUsT+RUkU8NzYxI0cGq8+bUv4bY77yWbzmEoCYqhUyqWOHPHBoaGVnLx+Zez5vghHn/sEfLLe5h22kzMj7J29TLuu+1OPv2pL3DJBS9A0SQev+8RVm4cQrV05BgkVSEIgUSQgqXO0iFKYlAkMrqJpOjUFmoMmgZBw6MRJkRhgmkaBJGP4MJ3NsadbIqAgHQ2Q3mhiSLHqArEcifzRIqQUYijEE3ViKNkKYTmZJnH4mJg6dAjQZboGPzFgadrGjERUUinVY1ROmtOsWhQlqgiAJIseH2LcAJF6mxsURBnVEyCRBC3ccI2y/v66c3kqS2U+cUdv+LQE/exduUghXyJLl0nWb6cWNJoxiah1/yjD6s/Zrt6A2LJ0A3MAB8FfgHcCKwARoFXJUmy0JGQXA1cjJCQvO2/mseBqOS6u3ugo5Jev20nkp5CkWW8toOVTiFJIshCbKG8paGk4zgoioJlCaKIYQg8USqfJXJ94iiiWCzieR61Wo2BgQEcx1maFSxWfbIk3qzp6Wl6ertJpVI0a3UUWUe1hcJcVXWcdvMk7JNwaqRSKWq1Gs1mk97eEqZqIMky8+VZCoUCc+UyhWxBADclCds08UOP6ZlJ+nsGGZ+cpLu7m5bbxlItKpUKpqnjeS6WbaAgddLdfXLFHDfddDODA6uRdYOenp6lv58UqRw+PoykxJgpm4W5BRRdo1mr0p3Xues3N7FhsMRAVx+aprHgtBkfPsqnP/0pZsYmeNtfvJkDe5+m3mxw/p+9kr95+9/R9kP8ICJT6udlr3w901M1XKdNKmURJz5ZK8eH/v4vWdGf5d77H+OnP/81x46PoaoqR4ensFJZavU2LS+k1Xbo7SlRW6iQyecgCtm/9yBR1OC555xBodRPeXoeAo+G49C/YjWNVhVNMiiXKzTbNSrzx7nskvPp7u4GBEBxrlLl5S97KStXrmHnRVewcWgbm5blKKZ1rJRNOp/BC0JkTcXSu/jK//gGtVqFL33+U0yM7cXKlZgpz5LVNVLpAnsPjPCrX93J6uUFenp6mJoaYWF4D7XpWcbKZTLpAr093UwvLDA3P8FAoUCiaByaXMBtBkhSzNCGjew9sp+/ff+H2Xb6C0jZ2pKbZpG0IUcJqiLhAlIS0d2V5+1XXMBgRictOUhygqOa7JlpE6MgS4saNlBksQGVFYgjH9eX+MrXbyRSInRVQYnVDkE5QFU0wo5Rf/E6WbcWhYugSgHNXJzXLR6CUUcDt+RwWJrpgaapBEEnRUuTIJJRdZWW66BbJkrciRdVdDRFJ4kCfK+FJKtkMhn6S1088sCt7HnkQWZG9rG8fxOpdJ7JhXFy2aIQzcYCdqBrGnQWKHEi8eVvfft/2Xb1df8fX7rgDzw3Af76v3rNP/DnkBWR+N1stSgWu4X40Q1I2ylqzSZ0OGF6hxUv2kmRz7CwIAS8SSJaV1VVCeo14jDCNkwmJibQNA3Lsmg2m0vGYlHlSwQB6Loo/ZcN9Ikhqh/jBTFR1EIJhSdvZHScZcuWEfguhqFhWSkcp8XMzAz5fB5dF3GJgRQQhCfSv1JpQSjWVAM/cHHcAEVVKHX3U2s0hCQGiUK6gOsFDA0N0Wo1qHdCUubn57CsFMVSN3Ec8863v5PKQpU9B47yyCMPoqgQ+QEXnHcRpp2wZvV6pmfmKXQXaDRapFI5TFOmq6uXyflZugtFkiihWMjQlz+V73zr27zghedz7PBBRicmGVyxmle96DIuf/lr2XfwMGs3bibft5byXBNks0NP1mg4Dtu2DrJu9QBHD+/DsDV0XUdTZaIwwjR12m4bwzLJZmymp2dImwZzcczU9Az4AbHvoioxh48d5uyuEuv6u8ilLXyvyWPP7kezs6i2TaG7RHm4QrnaYOXyVczNzZHJpbEsix5N5/End+G5DZb3lBg5dpTf3XOMd771NSSyg55Ko+omrtfG98tohk4YJ/z8V7/m1G1rsROfvmKRWFYpl2uceuop3Hv3w6xauZG5+Sl+dN217Ng4iCGrKJqME/oMz42R0hRe85wdhI5DI5LZc2iMcy96KbMzUxx4Zjf9AwWu/+F3uGrni1BlkYOqKBpLIM84IVFFiJ8kK9jpFHIckbVtqvUa6VSGhYa7NNQ+eSmQEHUm4LJASykKUeyjmykUOV6CpUqJjKxIKJyAUp6cogX8nrQjPsnytfj/PFkoDCcStxa/vpjHEAQBVgcPpskKSeyzCNmUJY3KfBXL1Fi3vA818pkYO85Xrv4o9WqDwa5lrF97CpEk0XJb9JQGaDue2NAiQKRRFKF2IAhB/L9QDPx/4hKBtoCsUy03qTSayJKCrImsBFPT0VM2btsRCOkoptVogixRXahgaOJwIU5AivGiCEuWifwAPxFG4rbjoRo6rWqdfC5FEASk7EzHGwetVgtDTxFFMaalUF2YQbd0PL+FFNlEicSyZcuJY5H92nY8PD9E15SlOV+UhILmGzSYn5ti1cp1xHHCQHf/EvWk0WrhOAGlUheapiKruoizUyQcp0Uml6VaX6DVaLJ8+QrK5TJnnnkmExMTuC2XQq5AV6nEnXffzYZN6zGtM0UrHsbYtsWOUzYzNTWLpoTMjQ2DFDM/P8PAGWcwMLiSicmAXfsP0NfdxUDvAF1pnXTKZP8zT7CyYJIpFfn4v/wD29Zsol6u8dkvfpavfu068mqZiy44n5bnUZ6Zx3ESRhqDvP1Nr2Z67AB6JkNPXy+f+LdP8OEP/zMTY5MUugsklRaVikfFF+3FzNQsvV1ddBeyXPr8s5iZGuWW3z7Irj372TrUxDBl0imNrozNJz/4TlqOwy/vfICRmTpbN6zD1hUmpqZYPjBIza2TIGOYMUkcsbBQZXDlGv7uvR9icmA5jqRQyhexU4IRqGsmkR/yhtddwa9uuY17772bs87YxuzUKK26x8DqleRshVZ5lNbCMNXGADOVMm9927vY99R9tP06LdfDTKsUQp/t/b0MHznCyFyZuXrMg7sPc/f9j6BbGlvWbeDHP/gG13/vO5y2ZTXPDI+I7kOKhTQl8FE79iWJGE0R6HzN1BifmaLU30MrSBhvNtF0c+lgSk6KPlwU4iqqihTIpO0UviRkGpKkATGa2uG0KQrRSZvVk4W3UgdGFHW0gEsH3n+q4BZnfGpnQxqGIVEcEEcQ+D6artOKBY9QUzV8xyOV08jYCnYScMd993Dw4EFurMyxcfVyLNugv1gga6YxdJN2JA7SSIoI2y6aJBNHHpGkoEoqYRCBqpLw+4SS//J8+VPgyWmqknT1Fqg3Ey576auYrbSI4whT1ZbayjjykCUVVVFoNpsoirJUTi8qpOMgFIEwcUIsxWiqRRQHWOkUMQpe4GGZJrZmIuaA/N6fJw4FkFOSqdXKGKZOOlUgCmVa7SqKqmLaIuwmkSVMTSdti8F6GIak0yZO02OhPMMN3/kili2DqnD88HEe3rWLZ57eT6sVcfjwGN19AxRKvUgo2OkMUhwQejViWWiITF3QjbOpLH4Y0my3SNspwjCi3qxSb1Sx9DS6Cl/64ufYvnUF73nPu5mvBrhOxJ6Dx0jbfdgZk+rCHKsGVrL7mYfYt+9BwrCT+5kpsL6/FzyXnlSMYaqYskw2V6DpNKlVKux8waVIpSIX7VjHzORxznje+Ry892EkzeDt//JF9oxM0b9qgFJ3L3IUops6UWJx7rnns3bdBiq1Bo/t2kOiZ0hZtkARySFhJFGebrJp82rGho8zPnKUVZtWcPZpp6NF0G7N0l/MEwUe/X09HB+fYXSuyhP7xjiy/wk++OH3U60voKsmpmmjSogDYuI47/nrv+Zlr/orqm2H/lIXp25fzdD6tSgoNNo1Mtku/vZdf8dpp23njHPOwFYksqUsQatNIknkUznaLZ8vfPtbkMhsXLWZW39xHTt3bMJZmGGmntDXpdGjeqQkg5ZehEyJc171TrpNm1YCtiLR29vLgT2Pcc8dN/OqP38fpmmiqsKJcAKiCZoikcgSa1et4i2XPhclbJOoBsOzs5h2gTAW9j7iiCSRkGQFKY6RFEUENWkax46M8OhThzk6PQ5RjOcs+qBP2K6ATmXFUt6DLKssFkUyglkIIGuLEYoyYpcgQyICfZQkQpXEtjWWNdAsmp5Pu+2yuS+NIbewY5dbb/s5T//uCXRdp3ftVjRNo7Ywja5qHRGwg6x0RP5xgqaI+aOmdajByB3piaDixMkJEnEch1z13R/894FmarqWDK7oY+PGMyl09zPfcFAVCSKh1G42m8L4m5zADy1aSERYiCd+0RfppVFMLIn2FyAiQZF1FEPFUDWUTnhNFIgW2DTFBlVTJFKpFI7vMT4+SrFYRFVMZFkjTjxcz0NSOgeqBKokY6ii2iwUCjSbdUzNZGTkMN+++mP4bYHTKXblMMwUlpWl2XLZu+cgs+UFfvnrW6nXWjRbDnEssXb9egxFR9U0cvkMcRjSbDZZ1tdHrdFgZm6W7q5eKtUymqbRaDfp6c7zwx98D1MJaJTnyRX70XWdK175Jn73+GOsWLuWdjMi9tq4Tpk9ex+n0WiQJAle2+PszevJ2ToZNcJIGQROQBgCaoxlauhqhj//u/dSSMHNN/6IggKu66PpNkM7X8z1v32cF7/4Ep58/AnuuPNOHLfG448/zXe/832CBGRFY36uxvHRKSRJQdFUyuUyKTtDFCSEYUCjXqW31MXE3ATbN29i84aNbFyzjCN795DLpFBiD8PO8uzR4+w5NsNCeQbDhAsuOo9MKiNCaWTww5DzLziXF194EZdd8XoWnJhf/foWvvypD2IowjSuSBGVqsu9d93H/ff/llWb1vLKyy8jldaIQg/dsGgs1OjvHeSjn/0M6XyRzRvPwkqq/OC6r3PqugFqnkzUmmdtT5pSJoOR7ePG3zzMR7/7a4hcFD1Fkni02h7PPet0nnvGJu59/FmOHx/B0FRBgVa0jqBXRlNUNEVhxUA/L9y+llO3bGC6WqbcqiFJtgjVkSUWTyORWSoqsUwmQxSFzEzN8MSeUZ45eIgkDpGxQEqQksWsC3GJHAeFqMO/k5AhFmlvUaKg6ZZoRyUIogBNVZfmYMSdTAhZJ5Z1VFkj9JsEfot8NsXqgQGO7nmK8fEjPHDn7Wimxpr+AWISal4HSy/HJGGEKmsEkU+UKB2Rv0pCIPzCiYSiSCL5TFKWHBqyIi0dclEc89Vrv/t/RSf3P32Njs1w+Us2Ua+36M6kliwi9XoVEB49OUqIPKFfWrwLinZTWaKTLpIRkiQiCMTsQDcs4ihE9SW84IT5V5EWDcuCW9VsO3hBhOs1cZ0QWTGIkoQgck/E3skSrVZLzCHiBLmz8AjDkEwmx8jICLpt0d1fpD6n4IcJjlsnDBLq1RpIEcsH0ywfTLN989ux0ymy2TSJpKIbWaYmJmi0Wjzy2B7Gx2bFFtfzmZ+ZI5NJ02410FSDwA8wDYvengFK3X20GuMMDvR00FMhyC3yhQESySaI52jVmmzcvJldu3aRsgtIcoSOw+T8LGGxiFbK4ddaDBS7SOIQL4pxwoBiweSTf//XvP/vP8jCoYNElOldfyrHRw7QljLM1CW++8OfowUha4bOIJNJ8cILX87DDz/BylUrKPWVME3Ysq6HKEw4Pj3FYCmPaVsYtsH42Bw9vWu4/fbbOeucs6nUazyzdzdr+nPoKnhBgBx6oPnoikpvb4lqs8Hx4cP0D6zAbTcImy0SVYws7rjtDr5/3XWceuoOzr38dTzv+Rfw61/dxcUXnEOt3SSJYuI45I1vehVT06PY6QzPfcEFPPHI3URRTBA2SOcylBsVtm1az+jwDLoqU66EfODDn+bun32L2tw8f/nGv+BnN15HoqZpLoyxbfsQ61b08OzwGIbvYyoq6ZzGA488yEB/H/fe8gsuu+KVYjEEuIGLqZlEPshqgJLEfOKjH+Hqa7/Pxz7yzzS8BNPM0263xe96fMJLKkuLLWuM6zoEoUOp1M2BA/sII5mUbgtNp7pI+DhJ7BvHxHInUCaIiIiJgSSRO7NUBw2VOApFxq0bIukqUiShyBptr4ESR6xaXcBWFYaPHOH+X/2M0aMHWbOiH9vKg6awbPkyAj+h2ha5x5osE0cBYSy0d0Hii8M3Eu17EockdKxnCp3QG5mYEFlSRHcWS1Sr1Q4oN/6D58gfuv4kKjlJkpJrr72eQ4cO4bgtVEUniBPa7TZRHDNXqRFFHYNvIAaQi8LFReKBYRgQQZiITQ+ShNIhlC5qhOI4FjF0kowsSx2Apgia0Q0LUzcII59Go4bjeBRL3SREIpkrCIWc5SR/nqqqpEyts3UN0HQxn5uYHObmG66mMjsptmga1BsOhq6jaeIN0y2TMBbr/SDwSNsmMh6xouK4IbncSv75Y19CN2wSSaI7XyAMQ9rtFnEYEiYhI8eOoygaPT1F7r/3lxA69PUt49jwOFamn80b1lF1PXoHNzM3OUrfih7+/UfX0Z01CeOA0I+QVQnPD5FCl/NO30F/1iSKHRYWFli7ajM//slPeMkVF/HIQ7vYNrSKlV0K1fkK2WI/w9og4zWNYlqn1mzw/Be8kJbrISETtUMa7QZh6JMv5rGzWdy2gypLDA70YhgGC5UanuMzNjGBbaaI4piRY4d50QXnM9hfZOzYMJEk01fqZb5aw/VjZiptnj24H1WBLUMrWbN6xZIwNWVayJosqt+eEt/+7g0kqkkk67z1jVdwaP8znTjLhHq9yaYNQ7zjHe9g/YYhvvrlT/HY7x6md1k/jh+gKDbd+SJ3/uYejo3N0DvYx55nd6M4s8zNjHPs0BFedMHFRFaKVHc/N//sP6iUp/nej29nttGG2CNj5VENk9O2DHDW9s184IMfYcuOM7FSKbzARddtcpZFPpfm5p/dxOmnb2Hr9p0cPHiYf/uXDzA+PgyRT0REIsL9OjdmSSwbVHGD9sM2tp7m4stfy47nXkhXvoDr1VE0S1jB5IQo6pju485GFVEMOK0mlmGI19M16m4by0gRhRKmBpHrEsQOK5atxFBk9u15ijt+cQNBY5ZSqUC+kMP1Ndp+gGEqGKqBF3pInTQwXRU5qjExUrIYJBQTL7LuQkBSTiw7lBOklEXCCYh/13WdMIpwXZeUYfHV667779OuDgyuSF7zitcD4i/i+iKtqllvYKRMvCjBCwLm5irEiYznOSSRsLP4vo+uGmia8DvqukwUy4RBwOHDh9m4cSOu62Lb5onoNMTAV9MlwbiSZXTNEqJf0yBOfGZmZkjlMti2jSypaIpQhAdBgKHrSJ02Nz6Jv7UotgwCjx9/53NUyiPIqo6dzXHjjbeweuVqtm/fTsrSSZKIVMZmfmYGZAmn5RDFPqamk82ksNIFXvPm97H9lB206g3iOMYLA4xUFlvX2PP0bn7yH19FTiKIZZJEYv+ze/jRj36E0wq54467eM/fvoZ77nsAJbeZRNZJ4oDf3PprCsU0kScGu47XRpZEnoGPaMGDIMBKW/gL83QXcjQdD+wUQQRhdYG41eKSyy9hw44LmC3XSfDZsmULxWIe3w8ZHh7Gqbs8vX8vK1asIGfnKK3swzRNarUaqqyIEHFZIvIlIt8DfGwrTW/fAIoq4XltFsplMaqQZHTdxE5nRHJbCOPjo1QqU1x55dtouy0xE03Z+EEgRg7NBd75jnfT1d3LwMYdjIyP8amP/wPzE6N05fI4ro/vB1xzzbcYWLmaOGhy2aUXgapTKBYpZrpoNx1KA8v4549+ic2b1lPqSWPLMh//8Af43L/+E1/73o945Ruu5J47HuChh+9g+ykbecfb/4HCxo00qh6FfBq/3SZ0G3zkw3/P1OQkDz76FBPlBaLARVUMBkolvvipj3Heeedx/oUv4sk9R+jv6+H8c7ZS6s93XEBLoVsnRLmJ3MmMjYT7JIwIQoWrvnUDumGJY7Hz3LAT5SwlMmIWmAhRPRKyJLa9HiGaHOB4Lmk7xcqefqK4zvEjz/KL668nDj3WrR5ATsD1IVQNpFi4GsKoE3cYJiiKIYTyUYLbQcErMh3KyWLW6+JnRmTnyjJilKAoxJHUoZbEnbFU1NHwaShI1JoNDNMknc3wxa99879Ru5okIoex438TeWoxlmEQRzGaBAERXYUMbScijnyQJBJJJkk0Ol0nYSgM4Yqm4/su2zZv6ay7JbxgkTAqflE830HVRH9v6BbVahXbThNFMc1WrVO1yZ3XDSGWiMJAaHUQASVxFFGpVDAMg3Q63WmVDeQELCvFjBeiYQA2P/3pbciSECL39ZQwTI2zz97JqtUDDA1tpHdZH4oa06zVCUIX1XNpt9u0Wg4oMqm0jZ0kjIyMEgQ+Lzj3HOZnRjENFbfpUV6YQ9dVPvLRf8SwCvzguqsJwzzPe16WA8NHmauqWKZFqVjC68yeos5Mk1gmCD2RuN7R/TmeR1d/L6qsoKGgGTptzyfV24eMwu6j02zbaTPYl6LlOTy9ey9dhQK5XA7bsNl+1ha2njJEpV7jwLP7ufsHtzIwsJz+ZYOcsnU7GdOm5bu04wgplkjZKRYWFnC9EZBicrks2VyO/v5eAs9hZr5OvdkQlqhEotTVjaJIHDs+Qk9vNyDjd0Te7VYLSda55ppv8ppXv5Yznn8hXcUi37zme+zcuonC1jRxHKJrMi976aU8s/cYzXaTfKGbWrNBdb5M3s5ipjSmJkcwdYVW22Woaz13/uZX3HbHbXz5c5/qkDok1m3cxC9/eQf1RpWvXvUVfnDTz7nnmV089fDdtBYmWL9uM29405/z2U98hNHRYzRDCctQ8Zw6Txw9zPOe8xyuvfZalq8fIsRnzepB4a8bCKMAACAASURBVFgI6XxCFw+n/7xR7LSvqkYUOVQXKvSWupktVzutqoQQPyVLXlGAJApQFB0JCdNI0fbA99vkMxJbVvQSug4P3f1THnj4tzTrNYbWrRPbz1ZFLCuwSGJf2L1CFVWWRbspC5Lv4jbWtgz8IEIAO4PO9x8v/dwkKSZJBARhCTgQiyN5UeCvdaIU4zjG8Tz6+vrQTJPDw0f/6OPlT6KSK/X0Jm9841vwXSEclGUZTZIJO0SDxTmb67qYaTFvIJEJQ6g1mkiKCGD2HR/X9UEKaXk+nueJkI0oRlE0VFXGd1ysVE6QRpeSjMRG03XdDsYpZnZ2nkKhQJIkWJa1NN9b9LkumY5xkSWj48ULsKwMCglf//JHCZ0KzXaLnuUrufLtH6S/dxW15gJpK0echMgqmKaF4zjU6xXK5QpR6KMrMrl8hnS2iKqZHY+hWIpks1n+6spXkLZkwqCGoplEUcTCzAxzk9Os376dXK6X6vwY+dIQpd5enn56F1/62r8zPDpCs7bA6PBhkAJ8TwJcsa0iQI6TJQ2irqsUCjm8tsPYxDjpVJbAd5Flie5la5maKXPxBS9GkhO2n7qDubl5eovduIHI1PB9n8HBQVqtFtOzM0vLnpWrV1PMplFVlbvuu5vR0WFyxQJTU1Nc9MILGehbTgzMlcsgy0RxiKnpzM/PYhiGuLkkCel0FllKRAWgyR3tXoJpyEIn6UPKltlx2ilc9tLX0LdqG6tWr+HS55/B9OwIoSJhqgpd+S7+6i/fwwUXvog3vPGVzM6OYWkafiAhWTpZO0Um1cdHPvkFTNNky5bNjI8fYXUB7rz1Dv7p81/jy1d/BUuJOHxoP8VCP82Gw8tf/0aeffQx3vve97Lj/PN58pGH2PP0k/zge9/nG9/7IaFicXDP4xx46mHe9o6/4djxMWTdJIp8Tt2ykXNO3QwkoBsQnugWBIEYSMTxlS+UaDpVoiCkslDnid2HeezJZ9AyOTRNLAuUBPw4gEQXKKgwpOG2SKcU1q/sZfbIIQ7tfZJbb72NgYG15NM2hpHgOA6aLIJomk4geHRygoKChPie4mQRpy58uIvUE4AgDlBVU1SOHXSTTCzyPhAbXlmW8aMYw9DwfRdVEp9Fx/ewdItMrohpGzx7YB8PP/wQzXaDUqkX09Q5cHj0v1cl57ZPuBB83yeUBEY6iqLfiyRz220M3UBVVVzXZXlfN7Ks4kQOkZ8QxBG1cp1CTqFSq4g3qO137iQqiqnTdGrIskwmJeIHF3lWuq4uPQ86M4POB19RRJusa/ZSWHQcQRRLKEqELEcUi3laLQfdMhibnCClJQIjg0dlvkx/7yoiOaLZEslhVtZgbmaOfD6PJKniDdV0cXfWVFzPx0DokFRTZWZmlt27d/OP73sz89PHSKcs2m0fzbJZue4UKuUmpmyzMDlHrdHm+hs+DUELp9bg3LM3cM+dt3DGmc9nanqUJFRJtBhQUNWEMHKRhKMeZJkAienZOoYC3V3L+NCHPsQzzzzDD6+/nursHG945avxIolSXw9xGLNy+Qqq9QWCSFiMGvU2tVYLQ1MpFIpUag0y6SwHjx5jw5rVou23Cyzrl1i9ehXnPueFDPb3oekyu3btYmpiiompMfJd3RSzXWw7dRuO5yPFKokcEkeimk78kIVZAUPVDdDT3bRaLSwrhR/EPPTos5QKeU7bMsTx6Qqf+NzXuOpzH+XBR3+LVcoxPjPKO9/zTv7HV77KfK3M2978Gny3SSJDIVsiiQIc30FVdFTNoNmcpeGGNNxuRmdr1OYOU5k8xpTXRpFjKvNjqIbOzT+/jvpClff/4zBf/dd/JpyeYHL/Xvbt28dvbvp3enp6uPXWW/nBDTdwzwOP4scSlhJw5rZT+NLnPo2ZtvAaDSSCzmLghNOAJO5AKEUbmzZTVP0adi6FaivIqoROAImMj04oS0TtNmuXl8hl04wefIa7b76euakJSmmT3IoBAj9i8+p1RAq4YRs3kFFlFT+MkOIIWTmx7IuiAEnRkBNIkohEUgQ7LhGZKlFnaSCrGmHonyAPxwmqqhGEIUHoQSKj6BqmJuN5LiCT7+5BImH+yCHuuv+3NFtV0pkc6WIRQ0vQshamFiLHwR86Sf7g9SdxyCVx0gnR6JAQ4phIktA7ZS8AsoSsKiQRS7gYw9BJOksI09Dx4wBVAqPUTb1epZixCUJw/ZAkEb2+Hwaoqoyq6jQaAlRZrddIp9NL5uXFKm1RgOl5XifQWkD+NE2j0WhgW2niJO54YlWazTZBEJHLpGg0Glh5E1nTCQMJ1/UJ4wRFtZDiBNPQadebFIvdVGs17JTZwUEL8WUcRqiqkBnIkkq73e74/mIB/ZRUEmS6S308+NAT3HnX7XQXs8haClOzWb1xJVde+Te8/30fpZC1eMllFzMzvcCx0TISKpEkskUFNDFAVUx8zyFlm9TrdaIowTBVmq5Hf08/b3/blTz86MM8/Nij7H36AMsGVzE6Pg5RQrPZ7OgEM7Rdh3bbEf7IMMBPQkHE0GQkOaY7n2V2ehorlSKTSpO2cjjNiHJQpbZQxrIUzj5zB5V1NYJOjGN5tsoPf/gjNg1twTbTGKbMaaedjm1lGI+PI6uaiAUkZm6ujK7rHTx+LyQyV3/tG7ziVa/nZa96A3Iic2xsivNecAHzlVmODh9izdp1dJe6yOeKFLv7GD66F02TaVYrFLvyNJs1tp2yhad272F4ZJrlq7cxNlph5fotHDtwgJHjY6xevwqnLaROvu/ithNyOYNjB/ej12f4/Oc/xf6ZOpdeehlx4HPNV7/Ac889n7179zK0fj19ywY4cPwglfI8v7z5F4RBhKpbRPhCXrHoQEhEXMAi0GJ2eoa+Zb0CSZSEHDp4hK6uEp7bIgxcAj+iu7vI+lWbeOiBe9i3ZzdHdj/IquWD9KxajoLERC1CNlKYsoecNDFQSBSgQwAO4pMN+qApaid9C5FrgUANJZKCjBALx0nSCY3ufMaTBEUWuQ5B6GHoFl4Y0Ww5aLqEnbJJp/I8+uQuZiYnmZocJ9OVo3+gH8/zKM9P0ZPOoasajVZdcBT/yOtPol0t9pSSF194CbZpESVC46bL4kCTFcHbUlFAlpbwMFoHmLl4hxNG/JgoCVBiBdRIOBJMk7lyjSSAIA45ePgAue5uJIT9JJFEroQkScgoREGIbihUKy1SKQMRxtvJhYwlUMS8wHVdstksQeygIDasScdb2F8q8IaXv4TBZWlkRSJXGOTiK17JeRdewsHDh+jKFonjmFarjaGZpDKdlb9iQOyj6iYp06JWr6BoGrqqYuoGbdeh3qrxH9dfzcTxg5gpm0995lqqtSZTUzMEQUS6YFGvVYmdiL5labKFAqdtPpOXvuz5lPr7ede7PsGjTz9DO2hjk0KWIhIpJo4jdN0g7txlW06TgeXLmZ2dxzZs1m44hXvu/BWve/VLaCQZ+gb6kNwa3cU8QRBQ6urBaQe0Wm2QlI7uyQdiisVuvDAQIu5OK5NO23ihR8rQURQDL4pRlARblQXO3s4wUa4SRDFhu42u69i2RXfBpNBdIHADnn1mN4cOH2fF+nUcPXqUc85+Ln19fRiawszEGI4nWqNKfZa5yVG+/rWr+cb1N3PTzXexMDMJyHitGue/4ExOGVrNjTf9gtXrVvJnL7uM0cOHiPyITVu30go8Uull3HjjLYyNjfC617+Sd7/3A2zZsJapvY9y3ouez8133I6qpgmlEIWQKJbxKw3OO2sniTOPbGu0/Jjlq07h1jvuYXhumstefD4H9+3GDWRajSZJmLBqwwampqZQlARZEmOWJXSYIuZTmmoQBAmmbmAYBtWwRtowMWKVN7zl3bzuLVcyMjPJ7gd+w/SxZ9n/5H2sXjuEpmYIk6hTXaUJpISAkCwRxB7tREXTxXhHimJEgZZALBHHoVgMIFBJIrJRBSlAkmTiSIZOapfM78M2F50SQWfJl06lsOwMkpTw1FNP8eQzz6Igke1NQ+wReCFxLETBiqwRhW3WrltOd6GX/r5BDD3LXKXONdf9cTq5P4nc1c9/5nMf27xlK6omE3gBuqYjkYj1uO8jSxJBGAh8y6LeR5ZxXJeoQykJQh+ShKDTWqqqThQm+K5P2jLEettQ6F+2jIyVQVdkFAlkSUKVFAI/wAscJEWEXUuSqBg1RSbssOUVTSEIvY7roiES2eVFHVKE1MlKDYOAoU3LsQ0VzTCoNcp88AMf4tOf/BSbNm7F1E2iMMGwU3hBQBBGJCS0XQfbNJFIaDTrqJ3boNupch3HwdB0XnLphcxMTxIFLl3dy7npppswLIXx8VHWb9zA9PQ0a4a2kHgmff3LeXb/kzxn59nYlsnBw8c4emwUPxA/lzgROiU/ErGHuqbhhRFWJsPM5AQrBwdpVBYIPEHIDcM6w4dHeN7O57AwX0PTdAzNIA4iZEUlCeOl9yCVsonjmGazidt2MHWxefPDmGqtTm2hSbXawjRTVMpVIj8iiiUB7YwlEt8liQNiScLQdWRZ5qndezHNNAvVFpl8gUwmg6YZnLXzLIq5vCBw+AH79u2nVq9x3z33cOaZz+XMM88gX8zxhU9/jKwlIVs6AysHsVIpJhcCnjgyQpgYuIHCT/79Fhaqbc5+3lmYpkmr2sAPQ3pKWR59chd7nt7NmWdewOO79rBsMM++3Q/TX+rl6LExLEvD0rP4zRZnn7KeVmOeZrOFnc7x+K5nKfYWsXIl/CBk89A2bvjxf9DdVSBfyGCmEtrtZqcV9VFltUMQiZEkEySQ5AQvaLNzxynkMhbDw/voMlWG1q3gda++nMr0Ib5z1b9ROX4IvzrfSRgrkDLTuEFAHIsWV0oipDhETSKBQJI0kiBEjmM6CYzEUdxZCoo5oNIJlmm7AaahoXQCc2QkEkkEzEhInQ5BJQjFf6uqRv9AP47vcPDoAe69926eeXYXEzNj1GplNAPipE0U+WiyaIO7cnlOP+00Tj/tVNasXEvW7sW20vhBhB8IK9tju3b998ldlRUZVZUhSTBMrdPnC/rUoixjEXopFhE+QeADnUUsCYQJiSruGIsaOkWR0DSjo3SXkRSJyAtIWxqGkqachMRehON75IoZ6s0GoR+Qy2WYnZ0nnyug6iah7xCTEMbRErlksaUNgwgh5ZEI2w6apuPKMDs7z4q+bqIkJp1OMTUzxn/ceD2XX/YKTCsHqkI6nyebzWOnLdy2QzZXIPI84iToDM+FnUdRtaVw7CQJMe0sW7efSbNWxg3LzM/PsXzlcjYMpYiiiNn5GQrlEjmri0a7wfDxCbq6+zl+/ChrVq/EMCzM0MN1HWRZEB0MTdCX256DrEj4roemKYRxgKQqHDywm+9ddw3vetfb+Mynr+auO++j2NNPEEdEzQgjUwApJpZEiHIqYxN4HsQJ6XR6icrsh9Bq1clkMrgtF9d1KZfLIjHNNEjHCY7nkUmlkGWB+w49l0TTiUhYtWoVION5TcJEIVcoYto21XqTZq3O0KZ13PLr23jtG15HgsSyZYN8+1tfY8fp23nyqccodRVZmD3KXL1J4Gxl2bKN2JkUC56P044YHFjFsr7l7H16F//0sS/RnSvwnHPO4gUvfB5btq1j5fL7eXrXE1x43hUoyiU8dP/P6e/PsO/ZY3zjq1fz2W9+nsnjM2xat5a3vfLP+P53rqWcyDx78CD/D3XvHW7ZVZ55/lbY6cSbb1WpklKpVEoogUBGIKIxOYNswKGnu23sdqTHY0+3cdPt3G3MiCEZgwEbG9oEGweMjDFJAhQRlFSipJJUuerGE3Zea/Ufa59zC89MW+OZP8x9Hj11dfM9d59vf+v73vf37ti7m899/iu84jU/yPve9x7u+sbXCJTjZ372LWTpgPN3L5LX/m+vhcRWFkNFpAJGuSVpBahQg6v40uf+geUFeOFzb+TZz3spm2sD7vnGIaQyXHHlk8jSmjI1CAydbkxe5gilcc6AOwdjLgTlJCtVCozznZeQYIwlUAortkZE4PODy7IGZwnDhLoqsNYgpSaMFUVRk+Ulvfk52nFMVhZ88i8+w7Hjj6A0bN++DScFRZEz3hjS7kV0Oy0/IjKCPedfyKWXXI5UAcPhCJz00FwsoQ4oK0Mt6idcX/5FHFeXlhbdi1/y8ilW2BcPr5OZxJNN+PJVVU3nA95AzFQwCDS+Tz+jmTCyJmJgH6BbT2ccZVWRm4q6IZuWxm8Wx+MxRVoSNEThSRdlrSUKArKiIooaGkqTFYFt8M/S0yA6nQ6f/NMP8OjDB4lCSxx1OfL4Y2zfvszs7DwOaPe6rG+MOHz4YYTVfPZzf8uXb7+bSw9cxcrahvc0Nm2/Mcbjnawl1JKNtU2CQPnt7dISaZGzPsiIE8U9d32NK/ZfThD1iKKAQ4ce5N3v+C90OoLCBvzbn/5VhqMNyryg1WmDkQ23z+LwjoBIB7R7XbIiZ5SXRMJCWRBpeP0tb+Srt9/JJZddgcGyfmaF/RddjIo1eea32mGkvYjaeJT1YDTE1pZ2p0ddpCAlaZ5PN4bWWpCaoijo97skQYAKmk1bljEYj5idnSXSjYQnUNSuJgq8DxQA62h3WqytrrNt27YpGUOIgJWNTfbtu4hXv/LlXLh3mWzkrW1VnZKPU6SOCZM2MwvLHPrOI/z7X/gVHnj4OGfWNokUxMqxvLyNdDQi0Ibvf/b1PPjICd71wc9wYXCWt/3yT/OyN72Z2/7hCzzt+27gni/dzi/84Iu55tqr+Mzd99Ge2cHmxojMVv6GlRuuvOIa3vCGN3LjTdfTn53nh37ohzl25AGEcxRWEgZtSkasnzkNBl74nO/jJS96MRi4+977GWcjtDN0el2qEoQNsKrGGdN0U9JjyIWhqCytKMbfIApP4HHekmrqLXCmQmEwzd9FgPTzP/84gsSj5U2tEA50IFkfDmjHCa1Wi3h2hroo+cKXvsihh77D8vIsSokGw2SpSz/3TquMOGohaseVl19Nr9dDKku7PUdZVmitCFSAxZ7zXN8KzDE43v3+P/zeEQMvLS25V7ziVVuzhwaEudXB+WPouXQEKTxjSjfzsTj2pAmp1NTXZ83WRkrr0JuSsWgaqgL+wQsCxbjwspSizBilKXle00q6nhSbDxHCd25FVWJKg3WGKIyRSlDlRVNohQ9vkTWtZJ4jD93DD93ycl70A89lZraHxOv1amdIwggpAoxtVvHWkpUpF+y9nBuf/mwu3H8NSdLGVAUyUNSFF0u24gRrDZWp6Xd7hCogLXJOnz7F7j07ePTYUR48+C2uu/YGlIjo9Trs3nMec23FD7/pFmaXl7joshtpdzvk4zFREmMrL9bM8hSlBFlWsG15O3mREYUxa5trtJMWvXaHB+69k7X1M/zuO97B4UeOE4QJQVPkRaDp9XrTwiSlZH5+ns3NTQIhGQ6HdLvdRnojSE1FlhV0kxZ5njPMRrTbXbqtNoGW0027EIK8zHHG0m53kNrLRBwVWkRI7WVGSaAZjAcsLCw1c1Mv9xmNRpw6fZbe7Azbd5zHcLDJ/XfezeOPP8q3Dn0TV9UMxgN2LS5SmpLKlJR5ztmVdeYXF+guLLB7z2V0evMI0SZQGlWs8KY3vYH/9Gu/jq1GPHjwXp5zw3WM1wsfcpNUbIw2eOTEGcaFYGZ+gZW1M4RhiBIKK3KGmynf+PoDnH/Rbu6+707uv/9h/uMv/SLj9DRa1vzbW17Gc25+Bcc2TnLbX3yFzBb0+23mWxGZEVTG2xFNNQLEtDnQOkS4EoGnYhtbYGox9XZXddHIoirc5PrDgJNYV2NrNyWXaK3ROiAvaySWKPBRAA5NmLRYWFzkwe88wPFjJzl48CBzSz3COMIZS9ZYxJTyYx6T+aXaddfewAUX7qUqcrKsoK78rB0xSevzP2cYhwjVdJy2Ce7GYoVEEHLr+9/7vVXkXvWKV08XALbe2nKWpT+nF6b2bPums5NCYN3kF9/Czzj8nC3PU6LQz4SqqqLT6VGWuYcCTm78sGX3ikPS0Zg898np43FOt9Onto60GjMcZwRBRN2IV4sy9zM76YsftjnOColVjkDELC/0+fKXb+OBg/fw6GN+kB3HMQav79JBhFaKosj8xjdQLM1t58FDj/HBP/4Ep1dWUQ1PX0pFmRf+jx+GOOF1UkkYkxYlgYLNwVmc0hw8eD83PO0ZiFowNzfLG9/wGn7pLT/LO299O5dffQ279l1FtzdDNlgniNoEOqauS3Sgpl7JJ1//VA4feYiyqFg5dYI9e86nyHKoUt71nrezbft5/Ne3vwecQuK8hi2KSJKtzIx6Kja2tMLY33hwlFWNwYH0dOZu3PILC+mH2UlzwwLfYWghQU2YZgohvKUuigPKtCJse62gwGKrml6vx8ZwQKvVIooibFUzylLWNzaQQUi/02X3zl1Iraid5fjjx3j85DHu/sodPHjom0jpSEdrHNh/MY89+ghpYUhrTavVZtt5F3DpJQf45j1f52d+6id5yYuez1XXX0+/N8OOXgtpM1qdGdZOPUiyuMC9B79DoDrYuiSIA6QKqCuBoWJ2Zo7f/p3/k8ePPsyzn/U0Th5b5Quf/3v+6CPv5Wf/3ZuoBqs89MApNvKShd52bCjRkcalm0gJRmjSLKfdSvz230kCFeOo/MachKoqfBC1YSqqnTYQ0iPOnLONZdLghJueqJTWuKZRUCogLwuQkoWFJaJ2wqmTZ/jKHbezvr5OGIbM9ruU1ZiiLrzpPgyoc9+5Li4sccOTn0qv10PJiOFggHOmCYdvLF3CNb5wjXQSGWj/MzTP88nP7gAVBLz93d9TRW7RvfYVr6WovfZlonY+VwQcaU/+8MfNrQSic8NuJy2tVgHG1tPOUAiBVsH0c5wALbe+hxKCGtccOStqUyENJN2OP8BZv4Eta8+2n1i3qsp3IsaCtT7EN8vGiDDE5DlR4AGTg/VTfOLjH8Zay/rGGuloiJM1MtSEUiMDRSg0zgmSMOLkydPc+r4P41SLs2dX6Xa7VNZ49XcDAp34/OI4Js1ThIONjQ2e/7xn0GmH3H333R63no54+9t/iwP7LuPWd7yLF7/8ZVx23VPZtmMX2XCDpN1nPMqJEz/3e+pTn8pgfYMo7HB85STj8ZCN1dP02jPM92a57PJ9PPjgvXz6k3/OS172ai5/0rWYosRUNa1el267TRBFVIXPxy3r2i9THM2oAUxjHevEESrwEZO93gyDzVEzXjA+f6PwHbqnyvjrYnNzk+Xlpek1Mh6P6fbaAKyurtLvzfourizodduNJEkQtxJOnjzJtm3bSIuUJEwoshypLLasqOoaGwTMLy4gHFx9xQHOnj7FyeMned9738Whh76NsI7Z2T5VnVM4f63u2n4BgWgxt7DA3Qe/QegyYhXQ6sxw+sw6m8OMIAlIwgAMpMWIvbu2ceTwwwxGNU7Axtppbr31Vr72la9SZSnzs3PE7TlEFGDJUFZSlht04h517RdEHj1UooUky1I6HX+NAB4qaTzZ19VboEzpKxoI1SDFLDRGCOecx/hn4yn52jXAy8XFRaRSfO3eu3j08ccZZyndTkwrbrq6skY1nu4yq7EYOq0uBw5czuVX7EfpkKNHj6Kl37ojat81WrwApZmfe7imorb1dAboraySIFBI5U9geZWRpiM+8vG/+N4pcstLy+51r351E+Arp1SPyb9SgrNquoqeDEAn5ntrbRPgYXHCggxxloY37z9WCzmdbzmxpfmZfL2JRs6bif2/cRhNu8kJbr22nkTinGM8yqHJhF3fGLAx9h5TAk+IUA0BIonbPHL4MOPhiF6/zUzPZ4y+4AUvZGGhza5dO3nWM5/FffffRxxYpITezDLPuOmFXPuUGxmNc0So/FGn9kW21Wl7b28SEsQJwhqGGytcecUBbnntywi08WE+YYCQhs98+ot8+CP/nfu+dRcX77+aKJolq0dEQTj1Cm5b3k6n0yHLCqKwzeGHDxIoXzy11iwszrHv4v18+967uPlZN6FVSGEEAQHjYUpvrgtAq9WazkSzLKPb7TZZBo5AKdI8p9vtMtzcpNVqNZkHgt5sn43BJlhHq9Vic3NAVXn6y8GDB3nSk55Ev99rZkrSd2nWosMAmOgZG7lCM7vVUcipo8fZtWsXrU6bsswpy7pxrXiqbWwFqchJi4I4iP0Ns658FohU5FlJf26ehflFhLR8+s/+O3/60T/izW/+Cf74o3/A6uo6/W4PaypmZ+cRwlHTZufOixgNxlx//VNYW3mEr3zxc+go5Kd/8sdoM2J1dZ1HDh+h01kgiFqkpZfzSOGQyiCdbIJhABlQ1lVjR9PYCXbJWXDB1Avqb/gNvdfvSafzVqUUzlrEpEmQAlNWtJKEMxtrFKYmHWz6JVEcMhxkPPb4UUZ5wcL8PDqEvEgJhO/cnbHYusQUFTPdGa576lPYtriDqnIMNscIlROFbcqynLqJJnCNOG7hQ7stUgW+0OElWtY5ZCCan73EVKWXpjh/bXV7M4zTkre/+4nhz/9FFLltS8vutU2R83SPcHohT1pUay0437VNi510U/Szn8GZaRtfVwbZePuCOMLV3oTuBNMiN1lgTDq6SdEUSlLmBVEQIJSiMjVJs310QhA22ZPOgTE1QkhOr66QVilC6iY9rPJHMkCg0DpujnAl2XiIwHclG+tnCUJNHIR8/Wt/x/GjRyhNQZHXPHz4BG/7L7/NvouuZFSkyECiHEihp9DQwWBA3EoYDTeZ7bfZv28fL37hzSwutmlFk6NxQRjO8ZQbnsmZlZPMLe5m/2XXsLK2ShQFSARVXXLVlddw+vRZn3lpazbXV6aK9ar2R+WnP/3pfPHzt3HB+Xv41be+jY99/BNkaY2pLO1eMv3bxHE8nTU65zesw/GYbruNaG4ctq7pdDokcYuqLhmlKXErwVR+UbS2tj4tZGtra2xubgKOAwcOYK313YaD2hpaJSPdSAAAIABJREFU3TbjwQhb+wKW5hmtlg+13rZtG1oqsiJHa8kk4aooMtqdBFk6ZOIYDFNarQ7jUQbC+k60qEmShLW1DZyQbF9e4MILLuAbd3yN73/+c3n0sUN88Utf4aEHD/PQoYMMRuuUrkLS9nkjlJx+7Bg//IbXcN3VB5BRwl9+9m/JByO67Q6LszMYiiZLIfTLFiyBv8RwDcY8ryq0CrEY6qqcXvP+g1SDIN8a0E+WCH6MY3xq2SS/QbopEBNgOBiQ25q1wSbfuP0bLCzNkJYFxqkmy0RgqhJESRw30MraUqQFF56/lydfcy39fp+0yBkNU88NVIogFFiz9RweDAaEUYKzfrkVBAGh0uRVPXU1TaxeSjvyPCfL/ILC3yhDkM0JL0z4rXfc+r1T5JYXF91rXvXKKb10UmxgErghp943aLjzqCl6eSKYVBMwYhgBdtqqT4rkpKuzttnSNB0bTVTa5Hh8bmzbhGU/ORZPvta5R2WtvTFZaEjTFCkCTpw8zvrmGmVR0+/3CeMYgaKoK6raoqNwOiOZfJ/V49/hg7//XvJ0QKvfYt8lV/Hs57yA+cULKKoCXAVIojBp5o8GJQNG6RCHYabdZc/eHfz8z/4ULs/Iy80pPXbnzl381m//Hk/7vmfwtt/4TdbWBmjZxmmJrQydTof+7DxVXhFoSVHlFEXOaDTAOce+iy9mdW2D3bt3MtNp88lP/RmnTh7jWTc/n8uvupYsy6e6QY9j9/awyWPUabX82CD0N4tWqzX1uCatiPF4TK87Q5r6YKJOp+MLeByzur5G2CSmK6XotjvoUDc3Jh9mnGUZYRghhO/iwjDyXY7144nKmmnGx7Zt2ygzP3yvq5xQSUQAg80x1ik6nS6j0bBR+xtarRa9VtLY/yxKWyKl6bTaDNOM3FnCoMVofcS73n0rZ88eYtfsPD/y+tdw/gU7+fIdd3Dw0DEW5+eYn+0zGFegY4SrwJV0u22s8wghiZ9B1g0SyQmLsxYpBda6KS7MmMnWvWpsh02wjWQK5IRJR9ckcYkmEsCU9PqzxHHMxnCdr9zu52oA84sL1FXhyTDad4ja+syIrByzsDDHeeft4qorr6Eqar9UCnyMpNRiSjrxDYTHiE2eU1L6ZZKtGmZcVSGdonaGdtwiLcak2YBQxszOzmOdR9anRUmSJGR5TtCcPMI44td/9/e+h4rc0oL7odffQlYWU4Ovc15lbUzVWI8m9patUI26LgmDFqWxSGf9Gd9N7ErqnMDcCde+adOF8No6mlRuHFXlTfDOOaqiIm7FvsOpKqTekhPahmFvnC+Ozk3kLWp6ZwxxXLzvfM7fdz7zM7N0uz3+97e+jW5/lrX1TdLGpysjjSkrbG0YVzWd2S4fePtv8PBD3yYzNdddcyPPefYP0F3ahbI+F8AFColAS0lVZf7JIqDIBwRBwOPHH8UJTa87RzUegKn4u899kjQf8aRrnsKLX/R63vnO3+HHf/zHueNrhzAip9ub5YqrriYfFwwGm0RRQCtuc+jQIaSCbq9Hvz8LCNq9FrH2mOwnX3sdhx58iDDuIwPf/U0oFMbU0+wL5xytdjztmmdmZiiKgnSc++1uM6aYm5llbW2dqvILGldXEChqa6nLsukwfYc1AScMh0OSuO2N4412cbKR1dIX6+HmmLml5SlHrtPtY02FdPgAIgEbowGLS/MMB2OkCtHaW9qMsySJwmVDWnFCv9dlWDucXiAMFKO1b3LNBfv4q099nJufcyUPPHCS06c2OHr0MVpzfayMCIVG2QwlY8ZZiQ4cOmohhcOYAhlIhPHi9ykOrFEPCBzOen2bkA04U2psvZXRIJ2ldtZLKyo/54tVMNWY1qYkbLUJo4TBeMwdd9zBiTNn0VrT7fmlDQbqPKPf7/oREY7aVCwuLnL1NU8hSSLGg02GgzH9fh9rJVoFjNORh742TYiHW9KY+Q1VDYGSTeSopDYlrThhMBjQ6iReChUpkqRFELWxTc6D1BJrDHVR0mq1KU2FDkLfdEjQYcKv/c7v/P9j0BdC/AHwIuCMc+7y5m1vBf4X4GzzYb/knPur5n3/G/Bj+JHmv3POffYJfA+crQmlx64IITDWEKgQrENLhRPePK9kgG2WCbZ21DSIIKmxpiCJQ+razyGsabIjxaQYTWwqDnFuuw84VyOERggo65yWjDGmRmqBMeW0uwyDwLsbpiG5xgMARY2rfWsetGJ6c7NkWc7J6izHV9dw0tHpxl7fVXsEdVHmaKHIspRxlrO6coaiqBmMS6Ik5ut33UklDaZIKYTBCIs2ktWzqwwGIxaX5nAI5mcX0FKQlwWLCztoxRHGgWuHLC9t4/941we5cMcst/315/nyF/6e3bv38pybn8X5O87j1a+9hf37L+fzX76DP/zIhzn6+GEqY9m2vIPde3d5tFRdsTFe8widMmZ101/Yn73tNj71qU/yMz/3FvLNTeqiJGwpaqMwtV8gZJlPVNtYHzYZB5ozp1enR9kkScgyX5TOnDlLnnuYQp6nzQzKkiQxtgElTLfhWjedYEFtLVJqAqmms0AdadbSEpA4IVlfX0epgH6/04iR+wzWN4jbLXINoyolzruU1lIWmwhlUcZgS8O46pG7mA2rOLl5kkv3zLJrdoCrSj5971387Z/8MfOzc/zVXxfeemVKOt1ZnBEoU4NyGCTWGnSgUMoz9MoGL+SEQApFWVlMVfn5cvM+ax1C+Ln0tAgaixYBNTVhqEmzApwlViEljrwssd2EsNNhONrkrgcO8p2Dh9m+vEgUReRFykxXUZcFsnTEOmRcpkRBxIGL9jE3u8DK+gYLszOUVY6sLHmZEqiAbquLrcC6nKzKCLXDVBll7bFJQoFQkqqoScIuEYa6qlBxSDpYxxjfuCT9LioMmFsKMbVsZK7So0GdQzlQUhP0WlgMrW4HshJna+J2G1Ob/6dy8v++yAEfxGepfugfvf13nXO/84+K1QHgdcBlwA7gNiHEPufc//QnspbpcH8Si2bFd6cGgZ9tTS7wCRJosj2dfIvphrV5MpwbpzbZIImGinDu1w6CwGdBNL67yeJj8rWA6c937vuklMiGZlo1xzUpG9xPc/xVWhDpgFAEuFAhbNVkVmgCrVEyIUkSJF6gXNYV2kQUZU2WZcz1NDUGFUhiFfGvfuSNnL9nN3d8/Xbu+NpdbK6v0G63KeuJeV/4+aQQHD1+gr//3Of4q099mNnZef7wI3/K179+By966Ut42y/9B/79L/wci/NLvPClL+Nn/s0PU4s3gQj4xV/8j3zjzq+RJBH7Lr6I+bkFX1RMRqgkg7VVVs6cZbbf5cSxx1la3EHY6mBsRlYWVCX0er7opGnmc2Gbx1xK/9hYWzMe+22el8ZEflZna1ZWVlhYWEBJyXicektPWfpOu6oIdIRtWYIgxFmBrWoyWxJHEXlRMMpGSO1hCsZasqwgDB3OdUjTnCAKKZ0fHQR1jSlylCoJE4lSLY6dWGV2pk8QWKzNyDZWmel1ufzSfWycPcHvf+wDDDc2afUXueiii5oxBpSmRktBmHjfs7B+9FHUHieEsVtGd6mojaEs/VEuCCLCSGNMTRgGpMMxcdvPHcMwpCjKRj7l8eRCNrpMB1pHpGVJu91mqb+dI48+zG233cYwHVNaw969e8nTAcPNNQgUSSQRYYzJfAd80UX7uOqKJyGtwVhotTpk2Zgw8N241iHWiulzYPK9dSCoygqpFFVZE2hFnqVoGRCGOZvrA6y1lIOCuZl5kmQGZyE1grq0KONN/lpIikbXKJWgdl6eJZwljELKoiCMYoSSHD27RtLqPIHS5V+eSO7qF4UQe5/g13sp8CfOuQI4IoQ4DDwZuP1/9klSQKQD8twf43QUoYWcFjBrLYgt18PEpG9MTRD4I0xdl83CopoeG7cKmUEqv6nS07ncVojuZLvqB+xVo9FqPl8IamNQUvqw66IgVBrDFiNLGIvQgijyswdb1SwsLDAYbuBqgzMlu7btYG1lne7cHDpojlYimEYiRlFEsLzI2uoKVZmTo0BolhcXiBNN5JTPMA0CrjpwMa1Q8tybbuCNb3gDP/Hmn6JyltqUSCxZ5m8AeZoRxwm9bhelAtbX13nXu97JN+66kze+6cf46Kc+y87zd7BePM7jv/9uti3M0e/PMBqm7Fya4Y2v+zm2b9/Oq37o9XzjK1/js5/9LH/xN59jNCxoJy127z2fz/7NZ9lcX6eddKhrf/OIYk1dl6TZCIdhOBxMbybD4YAw9Fa7OI4oipwgVJRFTZb5QXMURXR73vhflr6rPXHyGNu3b/cxeMbgXI7IHXXl53ETcWuaeRJIK/bzMi+t2SQMQ6QWnDp1gtXVVbrdPuNhjlJrzC0tk5aKspLEYcA4XWN05hhXX3oBMzMdRhsPc/zeOzizsc7xu5cI2vO0Z7eR9LYRNFKWNE0JwwCptfd8So8kmsxxJ24d5xymMMjJ8spsXdcAZVFjXU1V1YRxy9M8KkFpC+qqwgmFiBVZliMVzMzN0rK+U/3qHbdzdmONXrdPN0n849CKiV1JNl73W9nKz+V27N3LFZdfxerJTZJOm8r4G47HJwlQYF2NViEIi1TWn6JcTVEbokChVYySjrAdYExJHAqkUdR1yuEjh9h30R56/S5aCOJoBus0Ze2IE0/gEVYRhxHjqiKK+0hZEmnpWY8iINBePrZ2doPlPRdy8/NfSG9hgUpIVs+scOuttz6hovT/xbv6k0KINwJ3Aj/vnFsHzgPuOOdjjjVv+7+8CCH+NfCvAbqdDsI5WlHoqR/gjcHaLxyUFBgrEcJhzRb2RYfKn/UBFfi7m9fb+JneZMbmPXGTz/ObniAI/aq8eZs3n1fg/ArfNYRSIaVPDsPhnJ0WsqY3RGgxtb34WVLI2uYaOpDUdYFtOpebn/csNjc3uffu+zm5sernV3nhSQtK0OnGdEMfwNxu9anrko31M1y8d3fDrlM45wupEILMuCYIBEBicIRBTCyahQy+M6pKQ6vdJhsVJO2E7kyfW3/vPezYvpenfd9VrI8llamxSnBy6Di2chyHJR0OOHrqGJEO+PjH/4xsvIkQcMHSEi//8Vdw0SW+e9lMR7z7Pe/gFS97JQcuuwbjCvIxaN0hz0ocnpZsjG3mc3ba1VnbSAikQggIw4isyCnrkna7Q1aW6EbxHgQBp0+fptVq4ZTvBHVa4px/X2UNQZwAHjiwORqjNRib0253vf6xrChyy+raiO3DdZJAMtuJOfvoQdK6ZHMlYnnPDi48sIuVQ5/lb/7kH1hcOI+kswjhHL1tS2hRI2WJP5c5LAVFIYjDhKLKkcZ6xFAYTAvXZAkwOTmce8pQzevOuYZl6EnNUkIYxoxGI9pRzMZgnU5vhjBKqETJfQ/cy+ZgxHiYMjs/h7IgXMH8TICUJVZKwkBR5TW1ybnqiidx8aWXgzWsrvolQzqs0VE8nWEWRdGg5kOqokQHfrxQ5RlCKBC1nxE664/lwjAep81NJKDb7dLpJHRnZ7hh+WnemmYryipldWPMd448yvJ55zHaHHHJRXvo9TpsrA1ZP3mCZKdChhK0YDAoULrNnisv4VkvfRkrgzFnVzYphWZtc4STgigOn3Ch+ucWuXcBb8NjpN4G/FfgR2Eqlj735f92s+Gcey/wXoBty0sOaES1W8JeYw0Tuwr446oTzuPOzdaXVUphnJtytqTUTNjxzjnSNCdJfL7jpDM8F9M86eYm4uGwIV6c2+md+7mT48bkQp28zR+fK2bn57jtc59n/6UX0ul0cMYwTke04jbPfe5z/dA9GzAcDjl7ZpWiTLnrrrt561vfypEjjzT2G8N4MMYWFbolkc3Q1RhHJ2mxunbG/wGdQNSWdqdNmhYIaFKVciKn0ZGm02szGA3Riffg1rXl8EOHeN1rXss73/+nPkwnG6FlRFFUxElAZ2YWpf1xt7SCTruP0hAqywf+4D0EgeWaq67hymufws0338yll16GEB5jPs4z6tKgAwkOslGGmfgO2RpDTAguQrhGGmQbd0cj8AZWVlbYsX0nReEdDBsbG6goJgoTANbXN1lYmGuOuZBl40Z7p1nZPE0UK9rJHHlWorQgS322Q6sDjz12lJWTj/Hcqy6kvXcnjz12hD/+0CcxRcHePcvs2XMpZV5Q5P6YHGpvmzJWIKXFmpoaQ6giqsoXbuEtN75wKIlETK+Rc0cnExnLJP908p8xjQbNGTY2NnDOMKxqduw6n9Nnz3BmY4MvfeULKC2Iow4zMzNegxaEGGtodUKwlrIYIlybPTvP58lPvQ6M5PSpswgsYZA0QdL+e1VV0TyTJM7U01FQWZnp69aCElCbmjgMWB+sYSo/M13etkAr6SClIi08adoVJbWwKKmxSGZn59ldOs6ur7G+vsnmwgJ33nk3WW659OKLmOn2OHp2lcxVnLdzL69/w5uQYcCDh49gHMzPzGPqsknpEhO38hN6+WcVOefc6cnrQoj3AZ9p/vcYsOucD90JnPinv57ntydRBMKCAy01ynmrlHSgnAAJweSCCRRYhzF+mxQg0IFCOImz/gnijLeD9FpNMWtU30EY4qylLP16u6or0qqcIrSTJELhcKIJqj6nTvs7bEPsSEtaoWI8HqODCBHUfpGwOSTd2OAlL3oBhw8fJgpCtBK4umAzzzyCRjqSJGbnrh1IKbnkkv0c/s4jjMYDWq0EKRV3feMuzjtvJ3le+sAcLGWWM9vrcfbUCQIl+NY37+L97/o9fuWtv0rVSlA6JgxDhHAUZUZVFfzgT/wom+kQu+KYX9hOVQw59NAD/P77PsB//s23s33HLlITUNcZ8wszbG5u+puADul1Z1Httkfc5CWllITBLKWBO7/1CPceOsyOvRfziT/7NC948QtRegZhNKbKEE6jtMBaL6qtmkXCVP5DMt2k+ieSBy2ORiMvZNaaVssXdOcc4/HIyyzqGlOVhFoTCcM4G1FkObP9Pu1uj/XVFYSEIpMUQ82GPoYQgpPHjpOnj/L0p93MeTMtrth7FV/6u6/w+bu+xszDBwkDx87t80RRC+sUqZEYhAexaoHAeL6hgaoyCAFa+lmuExJj3NRVUFcV2nkB9KSw5Xk+nSMjLXXtppq2SdHPsxShIEpitJAceeQwBx84hE4i+t0OFkPc7tAOY4pyTBBJLAVSGLq9PhdfuJ+FhSXiIGQ43MRJwcrKhhdPKwlonKn988NanPPdm7d4CWoZe2yZMKAsDoOUAVmacma8ThhHzM/OMdubRQjtQ6WsI00zpBReAqMjkBJXet1oHMUUheOC3XvYs22Z1BjWh2P2nH8Z2/ZdxrO+//nMzS+T5j56szQ1R1bXPKBWh0RCUJUZYRRjG3/6ZPzxRF7+WUVOCLHdOXey+d+XA99qXv9z4I+FEP8Nv3i4GPj6P/n1AD1dAsjv6q6iIMZUpU8rqq1fLeOg9s4EicBZh9TCm1Glz2f0vrgJcNDriPwdtaaufHK4ElCXBThBEgWeP5fldGY6uOYCFPiAaz+rcNOZW+28M2F9fY0kSdDSe/+sMERRTFXk/OZv/Bq33HILVVUQxQohFIFQiKJAKIUIQrJx1uRKiAYWENBqtfmjD32Ibdu2N77bFsPxCCEcvV6HX/+13+AX3vLzPPr4w6jAcvToEV73+lejg4hW0iUMY5R2mKoiL1I2Bpv0Ot51UGUp1197HYcPPcSX/+FLdKOIREjiXhfnOhSmIopjFN7q1ooTqizHOEiSBGFBBBqpFYWp0RI+8ocf4srLruT+++7j2uuvbzbbhloYrBFY4yhKTz2WwjV/E4exlsm1WhQFURRjzRYqK2iOpaPREBCN2X5Ip9MhrWtODQZ0+zPUGxuEWlNHitnlPnPtZY4dO8bxk/dR5iOe8bSbOHDgAMZcxCc/cYYjD9yJrjPPLFSGTmuRrBqSF4IoavlOU9TYygcY1Y3roHaSqsgJAr+F3xLegiDwVisswjBdjk26N9f4M01VTDVwxhiMq+nN9FEqYG1tjbvvv4fRaOTDkdo9nLAsLvQoXY2gRAGRqBitb9LqdLl4zyXs2HkevVaHjdUNSmPJ0pwUXyy1kEhpCALv4a3rCincdA4ohMIhEAiqskRHHnHmyprReNPP5eYX6czM0O50vSQlEwSdgCL3PufJY+ZPOAbnalzpiFxAp9OjqmtWTh1nVM+z66JLeOlznodOAmoHR4+fJq8kp86sghAESUwotjDvcgIVcAKb541VzTTopSf28kQkJB8FngksCCGOAb8CPFMI8ST8UfRR4N8AOOe+LYT4GHAQqIE3/1ObVf895JQcsoVZdljb6IikTxxyePTz5EVK4W0qjdixNjXGWgSTmYc/IoRhTFnUBOEWksk55ynEzq++pfN/XJwjHY6Iw4Q4jKmrAoR/n1Ierqnw2BhcjdSKOE58HKspWVvdYHZ+Hie8ButTn/oEr3vd6yiKDGvBWAnOb0qpa4R1YAxCeT/h/Pw83VaLVjtufkefI6oD71sdjUa0Wi0++tGPctXVl9Pt9knzgtoaTFEyGp3yxVxAL2mhA0mSJFi85SfLMub6M3S7XR577DFuuukmHjn0MLPzM9R1zbFTpxHGi2jLupzan3ABlXPYPKNMRygJ3dYsRWp49NFH+frXv05/pjs1+AdKNzPHYKpf9A+vabSJE3G2m8bRjUajpgsVqIZaEiUxMzOznD59Ciucn4kWOaV1ZLnfoF583nk4W1PVI/7yk3/C2vomVWX4uZ+9hT17Fnno/uN87MMfRAeOC3bvp93tMMzHCKmQaMI8I2gLjIYqy73mUYdAiAoUeToijiPyPEVL7V0WziKcJ9kIp0AYrPXJcMI5yspOqR+Tm7cWkqIBM5RlSafTImnHHD11gqOPH+fIow/TbifMz/aoraUox14T5mq00IwGQ3CCudkZnv3MZxDFHYSNGAxH1NkYqTRKltRlQaAEUsVT50NdGayzjfvHFzoQ082p1pokSdgcrHrHCYJ+fwZjDKPRmLpytMKEKIgoqRiPx020psMZTw0WWlE14VNJkhBFEQ9+5whxK+GGG2/i+me9kIKQ1dV1is01KmdZmF+gSFNCHJWxlE4RJyF1XaKaYielRDnPhXLOIZW/vp/oy78IMfDS8oJ7wytfDnayTQXrRJMrab1EoIkW9KlYW+6Hcxlz4OUhEwnI5G7q52xRs0X1NqzJRvXcF+VgbW2NpNshUhqk9lvfqkQ1Bn+pBUWWo5Tg7MqZLRGyNERxwJ6de3yhcJJIBwRRzKkzZ+n3uygpmJnxwtput8tcf5buTI8wDImiiCiOufXWW2m1Wp7egc+1wPqU8zRNacUJQmrCMOZ5z30mg9EIWzvCAECS5mNvl9EBxjaODWfQUczc3Bzvf/8foGRAp99jNEp55/vexTNuvIkDl1yBMwVFUREGMeNqNBXanl0/jUFQGZ8JURb+36oqUMISacXunTv4X3/5P/LLv/QfPOZcyulFWZYltXQ4J8HV4BopUBBRWUcchNNiMMHa57lflCilOHHiGN2+FxtLozBlwXhwlqoYkhcRSzsu4sabruM//8pPc8dXv8qffuxDPPCt+9m740parTYiBuksphYEysfhhc2CRoSCkbXERmCR/vF2Bk+h3pIUGScIlGetnTunhXPM7+DHG8JQFlvpWpOurd3tIMOIk8dOcP/93/QyiVg280VJaXIC67vazlwLV5UYY1iYm+OqA1cjZIxzgrowSK0xNieMNFVpkAqk1XgFJ16jp8EJj05Swk21bFEg0M3JYVSMKBugabfTB+uFuDoKsaX/+YMQsJLclnR7HYpRhjQCHSdYVyIwnhyi4OjRs6ioxdNufgF7912JCkKUjjmTZrQTiSzHCKHQgReHV8Zh1dbMWxqHdRVxHFLVAin9SU8F/sZZmRqaE9rzr7vye8fxsG1pwd3yypd4zC9bd32kwu8eLBL13e9jK9/BS028/UsLSWG88j5uoJeyAWf6zxXT7ZY/ftbTDZ+3EUWEYdQIkGXjpWuEyEqRpt5oPB4PiWLNysoKcRyz0J9lnGdeqY8EC0o3kpMo/q7jTRj6Gd3kDj8ajYjjmFE6ZG5mnvF47Atz4JX9k2DhSRGojC/cK2fO8qP/6sfI85xOp41UUOReDFtkRRPao4jjmPe9530sLi8BjlDHSK2499v38bFP/jn33nsvf/2JT+PqghOnThDHid9ImhJbO6oixzZLnChsk5UZUeKXM9opxqMBZ8+e4Ut33slll+3nwgsvZDAYUtYVZWWQIiQt8uZmEIGtKUxNFHeRZY1xNQ5DFGiPNl9bY3ZmiY3VFS64cBd3fPXv2b7rPObn53nSgf1cuH8fx48eY3mhz3DlMe6786ucOLPGRfuvpRV7vFZdeNFpHLdwpiavGy2a8jc63aCgFAJjS5T0hVboLQvg1EZot+yEzjmKyqD01kJB0dx4pUPgrzUVaMLYp8odPXqcg9/6Nlk2ptNv0Wk0f0opsrpACImW/joOhCLSAdt3nsdFey9hczRE65DKeIvTBC2GdNRlNV2eTX6+SZMgHQjtARdJFGDwz4lsNKYoM/q9WeI4QYcxpqoostQvPLQgbG7oaZFRW0OkE5wxSOHteApFq9WmriyPnz3Dwu7dhFGbW37wR1gbjciKkjQvaYURphnBlMYQxfEWtVvorWZFet+5dcKn20kJyEYA7emeEgHS2wLzPEdKyfOuf2JF7l8E/rxRrmEakawz/ugmnEMKhRCSqiobUa77rovQOZqVtpzOzLRS6CSZPqCi0cBNPqcqiy29nfLRKs752Z2UCVr7JCRnq6bY+eNTVZXUtiR2AVIKKlP6JYXYCthxzgt6Qx1gnUMHIdYaL4lxDiF8l1kWnt5qGiROURT0On3fBU14X85SWzM99khBs3UUOBQ7duzgDz/wQbQOmZnpkXQiZvtztNptFuaWmJ3tY5wlCiJ27NgxtUUZY6gKgzDRaSlpAAAgAElEQVSCo0cf46lPfQqf/uifsLm5TrffY6Y3A8Dp05v0+32KIkMJiQ5C4jAi0FDbGu1AS8HeHedRbG5w/7cepBUpts130GVBJkM2R0NcbVHaIa2idCCkRuDhBrgatG00iF4n1263SPMBYStgaXGeH33jm0jrmnYn4AXPupG1Uc5DDz7IbffcQ52O2LHtAhaW95PXXuvlIanai45t5dPjpb8h1s53xbb0LpbS+KPgRCiO2dJgSqmaAuefcL7z90Jv6+qpvzpqupJRnmFcRbs/gxKGg995gBMnTpCNc9pxwuz8DEo6HBaEIx2PCCJNXdYYKVleXmbPrguY6fZQoWJjY4Ru/KlaerSSj9GS/ndqiqy3O24BZv3yw+BMTRBq8nzMaLzh6dJRTG9xsaGa1JgqJ5QBURShA8UoHSKTxB8RA02oIrTToEKisKYVh2xuZBwdZrSSLs9+4au57pnPYHM45tDRE01x9cAAKRSu8dwmOqSeeMKdA2mb57KnrXgmo186KimnoTfT0ZXwJOO6LImb6/gJ15d/CZ3c9qUF98ZXvYS6Gd9JJ6it/52Rgqr0hWsiCfEauK3OaPJg+N9lC6M0ed+kuJ1LaABwFoLG6K2UIi+K6do/0Bpr/NeDLT9hlo+oTYawDhkEhGHXh9s0hUoimO3NkZV5c+ScDNWj6Z12inC34Eztt7hCEIT6uzqIiabq3J99Usin0hULaZrT73cRki0astoSTYOkyFJ0oDC1nXoaVZLQX5jjLW95C8+9+Rk87fobOH7yBNuWlrHWkucZ1hgQEt0M/mtrCbUmTcdEoaTX66CB7YsLHNk0PPvp1/KRP7iV/XsuYLXwGQJrqynrpaCqcwZrZxFhx4NRbc4GFXHcQZqAjY2KwfrDFIM1tu1o87b/9CuEMmG0XvDnf/GXPH78CDpSXLb/cmxVEqqQssyozvF7elaaJQyk59I5idLnOF6ajwuC4LvGHFvXy5bPuS58aNEUI1k5rHIY6QOStJDUwjI3v0QUtrnrm3fz+KNHGeQjZtoxYRyRpinddsd/X2cxVY2SGiEt83NL7Nl9MTP9NkVVU9YV1BAHYYMgV1RVNh2VeAhFMD1VWOsXHB5YIT2tOhaYsmSYDsnHBe12lyRJSOI2eV4hpe+WHD73JNQeb1TVliBqEUtBHMdUVY4pK9pxQkXN2jBFd5e58aZnc/6+y1gdrTMuSsqsZqY7Q2EyPwpCN7goi5ABGt8gqMD3U6WZ5K80WCjHlNajtIbmdDYhfE/w50EQNMLwxKsZtOYFN1z9vXNc3bG85N7wyhdO6R9SSgxMRbb+Aakpm/Z8WqSaB+vcY6tHL0W++2g2qs4ZnBNTq1Vdl4Shp+F6YoU3iTsnMNYLg4VQqMZ+pBpg47kFdXXttM95cB4BJaUmiLw8INSKUIVNEbIoHVLYnDhMviuzQljhBc6TYibFdxVsxeROvYWrqZrAEGscaTaeSg+UUggacL8TU87euS+TJ3Rde3zQYJxz4vQJfvzNP8H937yXQwcfINSBH/4riamLqYXqvPN28re3fY7rr73OLxekJZQOqRydSDHb7fCpf7iPv/rMX/OBW3+bdO0x0sKbzk9tjDi5XlM7zVphCGPNMMt4/KEjuI2j3Pj0y/mRH3kTe/bt5st/dzvHDh3nnm/dS1bmbNu2xNzcHLWByjSUGpy/Q+FZajpodGn/CKE1ucGdS3uZWO4mXdi5H2NqRxA22C7ncJVFO4UMJGlZYWoIYkGnnTDYHHH85AkOH30EKaXX5uEQTiCUwBZ+A79z504eP/IonW6bbifm6quexGAza7axk7/31knD2GoqYg+CkLquUDLEuLo5cXhsVZlafzxWlqosGpaeI446tFodf81Ujb4vianyAmctcdSCwFGbsulIHa4wtGJFHMtmlitYGRYs7r6Yiy65jMsvv5yVQUZaGdJsRCvp+ecLhlCpZpHkSS8IgZDemy3w3eYk/GmiP51c/xPb42SuPiH8+MLtr9nJ81epwAMIjJ9HqkBz85X7v3eOq8bW06OUEIL19XV0FDIej2jHCWVZEMfNzESAEL7j9cvdiZCyOcIKO7Vo+beb6V2vrktcQ2sAT1D1DzysrW0wMzPTdIzWP2GwKK+unXZQzoESkrnZBYpyTBJosiynncTUeIKJsSWlrKjqJvLQOXSkG7uYRCmJcD5a7dwj5AR6OKHemqqevj75fXzxKhmPPTLdGE8HnnS2sgF1aikx/+jziqKi1YqbAOSaqswBuP322/mBH/h+NlfWyLKMjY0NZmdnkdrz1IqiZHV1hZOnjpHmB/wxr8iJYu/+0EjSjQ0kirvu+ybXPOUa7vnCaYoqIy0LRoXCqZoi26CoBnz7/oNYBTdecyO/+Obf4PTZR3ns4e/w9v/2q5gyYW72PHbs2ImzgiDxWQ0I6TlktYPQ//2CQFMWII2YZpKemw1y7gJqcnOcQlabbta5LdmS0lvwVACDf3IVZU3S6RLHCcaWfPPeezh6/Bgofx3kRTp10+C8Tl1rSTbMePD+Q1x88fns2LXDh203Hu0ir2m3ExyGoqh8Vq1ojsJYguaJH0QBpvIduZIeD7a+vka/1ccJy9pwBWUtQsL8zAymUrjaULuSIPSjnizLCKSi0+tRm5IsHaM0FFVOf3aWIPDaUqcDHjh6nFarx6te/8PM7zyfykoeePwEQZCgNbTjGFtnaB2hkRg8AUUpNSVye4KK9cfVpnuOIi/GP/dvI6WPM1DOTYuhR5ttdXrghdPK5zE2djPPmnuiL/8iOrnlpTl3y4uf5y+ookBr6berQFp6NbbW0kMAddNROT9fCZU/zk1ery2ePpumU46VEN6LZ5qADmcqfBKRD6bxp2SfxKVViBEVwqjm2KK82LOu/FZIS3Ce4VXbGgNctv8yzp5ZZ33jLKPRwKcYKUOnN4MUkS9IygMRnXSI/0Hdm0dbll/1fZ/f73emO9831txDtVrdre6WWkKKbBQwYEsLK14gHOMkQBbYBmyCJ5I4tgU2wYAhOCQYg7EBYYwDJhgZC5ANCEtIgBACIdGtnls1vK7pVb3pjmf6Dfljn3PfK4GhvRbOgrOWVrXeUPXevefs397f/R2C4GzFMqfb7VNWlWzHokRInEth7buqXj24IGMvRpMYGVEcjuWsoNvtYkPVeIopSV9qNlYnk5jaMe32nV02Njao6prDyYSr12/w/g/+El/2Rf8t/fGQEMT5xXvo9/vM53Mm+7ssqzmPPvYYi6loMnuZQlGxPYiIsUzDGkd6xPd81z/k67707Zw/N+TmwYSf/LlP8CVf8g4+/62fzZueuI/v+2c/yI2dy3zy+WcJnftYH98ragfr8boi6maEuibRSrIJdIQrczkQlERSxnGMDoqABR2vOjNojCbNMWYVx/HqvfdBcFjfHCZtJgggVAsC1nrSOGKwNiCvaj751DO8fO0qzjnGgz5R1iEvFitib9KA4bb2pEnCqXNnOb+xzdbaOvmyJC8WEMm9JMtyT5ZlTKdTvLckJiFKE7IsIc8rlnmJMcIR9dozTHpEiWY6OWS2mONsYDjq0+t1cC5Q5iJva6GdTqcjKohOn06jnghBsTaWYKYqX4qSoZMRd3rcuj3h+u0ZO3s5/+Y9P8VTTz3F+saYw5s3OHv6FEfLOdpAL+1RVjLie91qb4+nK6cDCo3SosnV2qCaScM3ripwPKEBd92bshB0q/u9nc5a2Kd2FhNL1kSv1/uj1clpZZqT1ZKmjQFmHK82Q7oBhgHqqm4ecAEoW78yYzRVM87klSeOm4xJ71BG8juNUqjgqVTARIayLIRwqCM6aYJSGu9rqjynkw7EDcU7KbqtWSaB+WKG8zX94ZjTW2e5deeIutYMxlsM1rcwnQE9XUvyV16RBLCLBa6qCXFJnK0xnxcMB13qKkcr6GZd8sKiYhh0upRlRQgnXI+9l1HKSxybrWu6acZoJCLmyMjoUTe8J9sEA8sNVaGDBP/keU6/L9bTKM/2mVMsyoIXnn2OKEvo93vUtcVbh1FQFTmdzFD1e/TNEFd4lInwSuGNo6NSAjUOy6nNnN/85av8uS/+y4x6Az7jT3wWm9tbHC6/k5/7dz/OL73vP3Dh3v8KbzzoDTZO/wliakLIqUMgxAEdNH5RgE4oQfIAfCX5A7YWzFornPNUrsHcjLwvKz1o85DIASeid2MMyoBpb/lW35p0iVH0+h26vSEHiykvXnmOnavXyLIOWRIDlk4npRMlKO0xIeBQHN06IEkjHn/jI/T7fbrdLvPZDHCkyYD9w4k8vHGPQCW5tD6glKYoSrI4RZEQNfd6Ps+pbcmo32WRV0ymB6Qm4pY/ZGN9yHDYJ+0klHUAFVHUzZiNIesNBYvstMaiI5QKKKPBBhyOXn9AknW5fP0WH/rNjzNbLOmM1uiPtgkhpr+WYCjpxB5bzFk/s800F/soFxS22fQHBd5WGCPqIe+bDI5GIaR1RFFZrG1iNE9ACCdlkMYYlPUkzT3uKsEJ49hQNPSZuHltvFargplFMf4P2Grpv/jlvSdJEpZFvpJQlY3NS20DmNb5NTnG3lZcJXXiBaSJNTtudYOSoXaFbQXHlYMc7Spec/4c8+WMm3duMxqMGXS6uCCKhaBE26cU+GCEiqwCZVlR25LhYMzkaEm3K0uHg8ObbJ3axllLXBXMnMHpFK8g6htG6xt040BQBbXLuHnjGpODfXqDdVzwVF5MBotCRp+qLiW3FEdkhCxU19VKk4v33NrdY2P9VJNZIIC5SVLwDi0qOIrlgjjrrJxVkiSRVPjFgoOjAzr9OWe2tvihf/nDvPMb/j4/8kM/SL6cYzyYJCaOE6bTKePxOso7bICgPKlRVHlNUDmXnrnEww+/hnTc5cJ2j2d2nuUf/MC7+I5v+iaKqqRy57jv4W2MdoToiMTHUDh0HFE0o6LGgNegm8QoXTddd9NpBUPAN1twiaaTyxGcF0jBK1xoeZHxyqlYmYANjv29fWITEyeJZHUkKdPlgheee47KVQSv2Fwfs1gs6PY7zb1pRXEyPWJWLIlUxOsefYQL587QaqAXizl1XnD7aMJ4OEJHMbVbknUiyqImUDXJZWnjd+epfYkKijRKiTB0uyk3dm+Sz+bM9BEXH3qASG9SVCXLokDrLkdHtViQYRlkCb1Bj+6gy1PPfII00wyyHlUxl8XcqMOFM/dhdMILl6/x0Y89y5G7Ttzp0ht0iUdrDDtdUqVQy32sUyTjU1zf3ac/2sTVObas5IDXirQZ/bNeV8jyPZk0VsscIwXI1hU2yHiqhb0PyMZVeZFWBiNjOU6+r2oCrKIoWvFcTRQwJqHNTVYhEEcRNFCD/S8t6/qDvgKsflEAF6TouYbb1IKSJxcMbWGTm1moA21QRhs6A60US8B2k0g3Vi0XeOeYzRYcTQ8ZjgZkaSIqBNdoYv2xPx2+bkBP4eskiaS5j8frQg/B8Pijj7FzbQcdGabzGd1OH2U9nShBpwabO/JgKMqaECrqoiCNIjyNOL1uslvrgFItuVKUB0UhHCbJ7IyoXcV8PqfTySiLJVF0bDQQBJ2WaMTgm6WEWjkl13XNwYHYiff7fap6TukLru8+x+tf+zq+vyiIoxRnLYPhmFs3b3Lq9GkO9w/RRqGCxTnPoN9jni/52Mc+wF/+yq/i+Rev85PvfT9bG+fpZQMeeeQJrly9xOb6GtokoDUqSNFy3qGUx/uaoBK8a/dr4iwrsXgt3UCJKWbTBZkGoG8vHWjoBUH0l0GjMCvMxlWe3AkwX3vLC8+/SFBiaz4aj7m1d8h4NCBWMXGUUhQL4thQOU+v1yNYx80b19ne2GB9fZMLF85BZbl165ZsIauyoTkpTm1tUxQFZYMDlmVJmqV3gerGGPJiRtbNiE2ELSv29yfMZjPWt9Z5+Ik3YJRi92AXbxe4ZoNaFEuMVqwNh6AVa+MRs8WUYrnk0Vc/RnCQz5eM1rYYjkb4yPAf3v8rXLt+Cxv3GK5vk1ZOSMBVhQqNTXpdo01gWS8ZRjGzyZS14UjMbYzGhUBwQvHxCklH6/c5nE2bRC9FsKGhBDlMY1Nf1zWdJF11bdhmKaGavGSlcarF4k40KQ3G3i60T8Jp7fJIvBhfOcz2h6LIQaD2NS44TFDopl0pbUlikruKG0Zu0EgrbFmxXOYkSUwnyyidhWZr0wLOJ9tjW0oBfPCUbJ+c97KNajY8La5TeUsUFLWzAv52U1wtEqxAQEUx+weHPPTq8+TVnGU54+q1iRhXFqVkBoRCCo2tcA6m0yO8h7NntrjyqU8x6vXJ85yiWAigTSBUdZMIJm90u01UAYpl3mzgKsknRRw/yrJu5GgOZTTBWqwN6DjCNSaLygd0kBv06OiIbqfHcDhkemef6XzCaE088YKt+cCvfpjNjTUGBHRd88DZc8yXC4I1uAAqDpSVx8+WlJXl4mNv4oO/+SJ1YdjsrlOUM+LOiJ/52fcwW8wZDfooa3FKgoTEEFHcZZQ2tJl4zhUrDNQoTa0UoTGgDL7RLHuPcwLAeweOElyG1xaNopv1yPophIjcVszzOUWRc/naZbwX48wLZ88yX0zp65TKetY21rG2wAVFyCekMdRVxSDu8+r77+XMqdN4Zzk6Ompex0CSZTgn71GadcSwoaqx3skh4zxluSBuPO5sWWKBXtol63aZTG8znd0hy7rcc+4ehqM+a8UIWytu3znERIraGyIdQcjJ4kDcGaBNHxU88/k+e2XO0WyOUoreeJ0k7fH0znV++5O/QVU54qzHAw89Thl3McGRH+xilSbEMdZGxFoKXNbvsVhK0bWuYH6wx7mtDZYLi9OCi0VBJibrJCQoz3M6WSbbPyVKEeV9c+hK1yXLssaxu2m6WgqYCqx0vSetp0Joi6Wn9ohVljtuNlqM/eS2/JVcfygWD5vro/AFb/ss0IYoiel3O/jyOJWrLMtVh6a0yISMEqsa3XR4EuZhVtuzJElWVtjyXjQxgc3XAOzt7XPq1BmMElBTxiMvC4KGi1dVZYMt9CiKJd1Oxu2DA85fuJc4jlnOc+69916uX78uKVHLgjTJKEpJi6oat9bKlqIHLeaS6bBYkHXS1c9alfWKR1dVEtxxrOZolghOgkrKssRbS6fXw7k2cEdhlGJZCeXDJOKkMl1MKStPcIG8WJKmMQeHE7HoyRcoI9F+3X6Piw9e5NFHX8+HP/KbfPVf+Rq0iugNurz3Z97NB3/hfVzeuYq3BafX11kbjxj3BuTVnEVZYK1HGdF6VrXn5oHnm77+f+F/+xtfzcMPPcC8lte2rmt8VeOcpQ5BaD66AZ5NTKstPmnL5FyND47gpfswGoK1VChu7t5hMpuynOckSUTajeik3dUDBZAva5yX/BCaPN21wZBIG17z6gfpdbpEqcaHuIlJzNjbu4MPlqBMM7ZFK7oDrVbaeqJIs1wumyS2Gu8MaTdFe0fcFdD/zu4uy+WSXnfIhQsXcM5JdugsJ4kkajBJMoaDLnldr0izRneIE0PPeFRkyAYp09mEvb05RW2YHM3Yn8zZvXMD7QOdQSIONz7l4qsepbAOW5cEVVMsC2pbEZmYoipYG4wAsLWn8iXaRHSyEX/nm76R7e1tJgeHBC3LgFgfx3K2l1dN+LQ/TtNbQUnN1yRNyJAUPANGS+e9ksGFFZug5cK14+/Kiw8hy9fWkRqDjiMhyGvDZ7/+kT9CiwctD1pRFEwOjpgcQBJ36aYdcY6NJVjaBo/LBQcwicYSiLyYMCadbAVGGmNWtjZVdbzFER2rJ2gREI9GaxISTVilAFW+Wo0aEq0WrX62brdLXZV0kg5ra2vs7x+ytrbGpUuX6HR6zakkHUe/37+r8GoCZZlzsL9Ht9NbbZXqWlQe2ihs7Vb2Qi1lBY7dT8TYULrUNqG+5VdZJ8JveQY9+wcHZJ2ERZkzW5S4yhLHEXUu3cbh4SG9bkan22V//w7bp09xcDDn/lc9wF/8qq/kVz/4Ic7fdy/33Hcvf+bz38rbvvVbGQwGPPn0J/nNj36E3/j1j3LpyktoHOfu3aY7kAjCcjqlF6dUZc5rn3g9w+EavvZkcYyOwAz60mHiqKxvzEZLnAtUtpCMDwzaNMRvQGNERqVBq9B8vWO2LGT0yxLWx2tYV1FUSw6O9umnHWxV0+/3Obu9RX/YY328xvr6JpPZlGKZ85qHH+Ho4A4HB0dkvQiFvPZFsWRjY5PZTHJfk2539X61fK+ylPuwqo4f2DSLSeIOs+UC5T13bu5SLJZsbGxx//33Q9Ds7+9TVRWlLRl0BwQfOHVqu0mvdwx7PQiB+XLCeCz8TR06lHXJU08+izIR5+55kMm8JumM6I0rirpierRHns/o9Tc43Jsz7A94YOsUh4f7eFXhnWK5mDZyR6HlJIlkjkynU3xQrG+MGfX7zCdTQNy6nXNUDdXqJNcQBa4WyzCcR2m1+nzL54NjD0Gl4Nhm45gG1sJKK+yt2bK2z45uN+SRIfhAsA4TC93mlV5/KDq50aAX3vqZb8QkMfmyFP2ndigrWxvnHFFipHvz0iLrWMiUsZbqX3tJX9Kx8ISiVNb6nSY3oG44aVVVYdKEw4MDhr3+KuruJKfq5EkimGCFrWviJGGeL3nVfQ+Jd34lTsRx3JKO79Y4ah01vnNzuolhNBpx/cZOg0Mcm0O27HvvxWQwis0Kj4ri43AW5xzOiiSok3Upq4Lgj/V97e+g0CxV4Ld++xmU0UwmB6yvrRFH6erv6XU6EtcX5LVdW9ui1x3zk//u3Xzz//73uPSJ3yLLUjwK7yXbbLqYs7c/5dbN29z7qotsnj3Ln/q8t/LWP/lZxHHMu3/iR/ngB36JF154gb1ZzTd/yz/k897yRt75dV+L01awzgaXa7mKCoPSAWclYjEEydINuNVDY7zB4fFt4U/E9nxyeERRVGyfOUO/22PQ7+G18N5sUVHlUjSjyGCSGK0NiYkaqyTNIi8prGhqtQmsdQdUTqg4ykOcpSxns0arvKDb6ZBmGc7XK9vyssw5ms6w1jKfT3nwwYcoijlJ0m1G5Bxnm3sr1hKW3Bxe06MJvTShsjVp2qHbkdQr52uI5J6I0ojR2llObZ+BkDKflcRpyrwS+d9iOuHDv/ZL5FWBSaQzG4/XuXr5Gl/zFV9DCIHC5xTTiqQbk0aGeT7n8PBw9XNkUUyn2yXqr/G1f/NvcWP3FlGTd9vez/IsNAJMpUgagq/c5xJ7mVdlY+2kV1+vGwwOo4XrhojSyrpcNQ9iNXZ30VotFo1sbFuailcQjMjaPuf1r/mj08lZa7ny8lX6o5Q4jijriNmsBC2WKomJMEqTZV0pgMFhrEQIzuppM951cVUFRhPHMbGXpPB5npPFCTqGoBW9Xo8buzfZ2tqWotEAnYmJVsxspRordGiUBJCkGTY4Lly4h73DA9I0ZW1tjbLMV/KglaNxO1qrAHg21kbUZcVLz79E0jVkWXeFLbQb43ZVLhhVawroqWu/+lrZKjuiKGGxnB9L1vAYLXrBw8NDUJoP/vqvMRhtUlYVw8GAuqgpnLhNVNY2i4tOk45mOJrNGXR7/Nov/wrv/Lt/j3d80X/DKAIVFCbElNUCb2vuO7fBvafHdNKMorzDh37+3/KR9/88V1/e4WieYyPF5oWLfOGb3kw+mzJc3+CTzz3Lg6++Xw6ZnIbe0x4IGq+cJKY7vTrUtFRCKXpGyQEXQmO7HYhTRbIVo7UcFr6qKcsKnKOqKmbLxUr+s1zmjNZGVLXl7OlzRFnMdHpEuczpj4b4WpYgi7wi68QrDtfsYEpRlYSpxyhFUVckiwWRMaRpTJJkJGmPM6eHjUrC4p0ijjtoFVOUC1xQZFmKrXOUicQpOojIv98boxvKixxWCXEaoaOIpD9kuXA4pel1FIuiQCuLThSVXaC86KBNpDg43Gdja0s6/K6YQnSShKSbkOc5y8MZnbSLiTQYTdYfca4vlvDFMqeYTyiLgrmdEvc6lNaumoh2nJSurCGmN4dNmqYcHR0xHI4Eu0bDCloRs83W4FKfUO/Url4tCVu5o3Oybff1sQa8fSaC8lgrUstIa6wKpPF/efvzP9ArTmK6wy7T6U1cuUCRMVi/B6sCzloqJwaGZW05nM2JE0WsDVFsyKKITidFZNeKgAiCi1JE+HEcs1jk2CAv3q3ZjFOnTjU+WlFDPo4oQyCfCwnXK7BVDUZCNRQG7yzz5ZJ+b0SaphwcHAgO1Qju226sxS2UDygTmM0mYDOxcOqmOF1LJ2pMky8RVttiwTbCii7jPThXrTpF+bpohfOtOp2m5V8sFgyGQ5JOh263K+EqqdwoRidgjwuw1pq6LLE+4H2JKT1nt07xUz/1bp544rUsJwu6kSaOhZVPiORUVlBrWM5mzY3oyd2c7bUB21tjgvIsl0s++P73cv36PqdOb7C09Ypc3EkziW8MiKGmdwQtemRv7conLI4SaufQIUA43qiGxi5dDFUVZQ2uFq7k9LCk000BxWAwZGO8xnKZ89BDD1PUFWVZU1WB4vCI5XyGrQXmiEjQccQyXzKbC7G2Jfn2B/0mFlM2jWkcQ9DUriLUBVUpI1acmJXOWCHdd7eX0UW6K1SKwjBb5LKYaDh/aZYRK0M36+GDIjIJtrYUiyWpSSEOhBARRUjhLCo6nZjIstq8mjQRZxprqesgmtmyoi5kY9/pdHC1I9MxztY4JxkN1DVxokhHI8q8wnqOA3mazqrVjMZxqxCR1z7LMvI85+zZsxweHpEkiVB5nGDZIOMpiA64Ve2ANBst1CKH7PG4GjehP61FmtLiHKQNK4WECx7PH6Bp5v8fV56XPP2pGxSLgkG3R3+QkriCLBacpygWqDgi+ApcoKxzjIJYd5h5KRS+satpi5kxSgJp0PQ6spVaFjkbGxvMjmYYo8jLHILB1o39dGwo6lIoGSoi1BUhJJhEo5Tm/JnzuGBYLheMx+LUUde26eLTJMQAACAASURBVPzEzaJYFMRJICQxs0nOoJcJKJxGq9PKBo+vLaHZ/qI81vq7xl1g1R2eFOif1PoBd426kZJT/Gg2ZdRJyUNFkRcoEzFbTOn1xWHFuoCJI1SAqijQkZCMr1+/ySz/Zd7+mx9je2uD1GgUmqoJ9tZaU1hhzytjUFoRGscLayt8LcUhTiPObQ6ZL0r+33f/JN/yD/9Pfv6nf4LZdIFX9ep3NEYsw1U43rKdNCFo3SmOOZGSIGWCZEeEoEiMxqS91eh/vFjyFGVOFEfs3tyh0xvQ7w3ZOH8WHyzPP/80WnmG/Q7LokIFRy9JKHA4J+uPqiioy+PsBtEZI+YHtQDuJmpcpk0T+p2lRFqjVcRkMlvJl4JSxLHwwwpbrBZLJkppQ9PjSGMBZSKSJML7mkQpghHLorxaMhoM2b9zg431bZaVw8QpzpZEpg++wS4jxX33naMqF9ja0++n+NrgQ0nwNYnWJJEcHvOyEr6b8pg4YX//gCQ5HlVbRkO7bGnfi6Ku0HHE0UxCzb0VvmIcx6CCqJOCFDobPJWT10sHiBqfRNtMYyssrpEweu8xkRTLoAyhttSqBh+EFKzEuv2VXn8oMLkojsPGxhYmk6CV1EREJuCtJUoM+aIgyVIkYLjGemFG97oZWScmiyO6cUSoKlChwTISEi2W1JVXKB2LlbVyKG3xhSc1CSGRU6STJsRxCkGRpPJvRhrGw9Hq5Oh0uuzv77M23liNj22aewgiem5HyNnRhPF4JCPk7h1QniRNUVlGsILDFXW1enhNuDsmse0kTjpnnJTAQOOaYQy2rkniFBec5K1qzXI5J2r86OIsY2dnh/suXKC0lsWyoKhKbu3tU9fi8ip8Y8ODDz3Mqe2zfOd3/iP+1td9DXWjqwwrOkuDmwUh4KqG5d46wHitqJ0nsjXd8ZjfeOoZnnvuBd72mZ/B9tYWHoetW04UeN/Y7ZwwJjh5T366OeXJa0VBiNvWQVPXjsREVL4g1rH4EUae5WzO1tYpIpNycLBPCIG9vT021sdY30iHvIMobpQxGheEwoLyeJWKYYKCCIf1wkWsatdsGBVxKt1My31sN/zGGPb379DvjTFJjLUVaSqRgTqAMhnei/uI10ocO/zxMiyKEpyS176uK9I4pa4C3X6PKtT865/4MeGsBUmw01rzxz/jzbiiYmtrq8E8NarRdceR+CNGUcLR9FC4n50en/m5f5rxmXuO4xKDRyuh+rQjJ41Li1dhxVpYHcBaCn1Qx0FFJmiCAqtp3L/lMF45jwSwzXThnCdJGnPaRv5mvW9iH5v7CzlkjIr+qG1XldyoPidLKslXIMPqgPManXUk9lmDTgwpPZRS5G5JPl2ivKObxKTE9Ec94jSTsaquUcHhVGA46uGtow6BZZWLmqB0eOuoHGJtrWTOj1PoJF06vSEvXfoUr3nsMeZzyYTt9borSUocx9iGKe+DnEpxHIkMptsn6WTs39ldBfT4IGRWp+qVC0RoCM/cFZZzt3tG262t0uGjCNRxFKLWAuTqOFoJm7vdvuBvlZCOh90uSRyzmC0YdjucPXOqcc6Aui5ZzhccTWd0OoJXnTl7L7f3dtna2JZCh260n7LllYBuyRjVjaTK6ABWbMGjRDrhs9vb7N66w5UrVzl39iyLvCSEdowR+/PjoqZWr8Ndi5wTr87KNkvkyKvi2JqbqlVer6GyHuOl6M4WOY8+us1sumR/f5/z58/T6/VIspQ4BJQxuLpEN4RpnJegZ1s0ShLpPCKjcbXD+SCW58HS7QhpuKoqEiWJcu2GsF1kra1tEJmE0tYyobQHlolW1vqWQBrJgkQKhcLWFbFJ8K6SYhQ1yzOdUlUFxIrBYEBeCP7obKA/GrE2HGGzmqefeYqLFy8yHqyTF3OCD7hKojCL5YJxv8MsF/D/1a95lDuTGZE2VLaWghQbvPPyHjSFynuPjg2ujflEulxRNyhWDpGK1VCpm/daJJlNOFQTXNQuFaLWsFQHaIxI28sovQroUw35+pVefyiKnAKMz/AqIwSLiSoChXhREWFDLfmnkUbZCkIMATQRIUi3VjpDCRxOI4Jd4uspHWpiFegkAVXdpNvNUAG6jCmqKabTxagOJsgImRcT+t0Oro45LObEUZ8L9zzMcgmR7uFqjVYxri7J3THZOEkSlrOCyCQoInZ3b3Bqc5MbN66RJQL+9gYDNILfBSenZAhVkyl7vJpvXUfakOV2FG7HhCgSRwbrPZW1pJ0GuzJSMCsfxLJJKWxRYeKMwlr64zHz2pL0uywWC65ce5n7L9yH9R5DwMWORx4+TRQn7N6e8+zTz3P95m0217cIgHMytknMk9AGAgGlxR3CBY/3ChOnRAp87SjKBVvrPb7t27+Zz/+CL+BjH/0I2xubmEQMRZXzaFq/N/HGAzG4bO2QvWrwzYZDqJDgZhOkiyR4+f2jWH4sW+OVQist1tyJJlUpT7zh9RwtJUOiPx6zPz0ijmPxVgsab2viqI8H4tgQxZZON+X27Qn93hDKBb0kIc9neHpob1DRAqMPiOIeTkUkHuF6tlImHROaBYHWhspZRv2BjNMhND51cTPSBtIGVoiMSO9c8CSdDgYh2JrINJiqQRuL9Y7/+P4PoShXONioP2J+OGNra4uDW7c5f/YCVy6/zKh3yJkz22gswUBVL0nSiMPDA9bHa1zZucrSO7wxVMGtlkOFLRvLMi1B6aG1cz8xziJpekqB18dOycoFrPHSrXol92WjUDFKjEiDVpRNFogoHTwKLbKtZoQN3lNYT6IFIrE4FH/EilxA4XWNDRZlQuOglKK0EmcDHRPwTQJ5RFhhjgoijQ6OQA14tANtIrzqU3hPbQxL4PbcEZcxvrK4Ypck0qyNKiJ1RF3XjPsDkiQmjRVBB1J65OVSOE1lzmwxpbYVmtDwi2K2traI44RIKUb9PqUVhcSFC+d56aWX6GZCY+l3htROVBrBHntpteMogGvyLfM8F4pHryeuI7BaFBhjJOFKQWQiXFXjak9oxlRgBTK7qqby4v1/uL/P6a1TVM5ydedlHnv0tcRRiicihJrxaJM0ydF4qqJmYzTgJ/7Nj/F3/+438c1//5287nWvQ3KJlDiZKtmCtjQKpRp/NwW2ls6HEEvXsSyZ7Bf8ix/5Qb7w7X+SbhxRlBbQBNPYIfljQ0txtZVTX4OMiCe6XEsjRiZAq5xQBrxqcndbg0lJfy+WFXemN1kfrRMnMc8//zwbm1vYumJ2NKGuUpLUgEkJwaKM8LH6wxE7V67yxBNPEGxYbeGP9nYZj7ocHO5xeHjExuY5bEiQlCqDwUi31zyDMm72uHPnDhsbG/zGb32MN73hMwTaQKN1yy1ToCr63Q4mTiiWOUZ3caEgZBlFPlthd1qL9HGRL7lx4wb9YQ+tDK6oyKOcvCi5evUqtiwAzXhtQC/psqzmEmk5GuO1xVnH5uY2L+zs8Be/+q8wOTyim/ZX/E1jDF3ToXQ1AXdX99Sm17VEYOcdWivBV5Vf4XcG3dw2cqAFEOoSELTGVZZOpysQU6yonENHBl/7xnxTk8YJ86IktFGEAXT6ykvX77uiUEpdUEp9QCn1rFLqaaXU32g+vq6Uep9S6sXmz7Xm40op9d1KqZeUUk8qpd7w+/0bIQjWobXoDltrJK98c8M2ko9I7JTbm0fW2YIbaK3RSOwfQZxSI2UkxjVApAzBeqI4Jhmso7IhB0vFjUnNtDbcmdQU1ZL5YpfITRn2MtJUjPrStMfm5mnOnjnH5uZ2Iy/x7OzscPXqJXZ2dti9fZOiyFHBcenFlxgPhnjrSNOYvMyprZA2rROhfOtnluc5ZSlbsDzPV3SSohASdNwkKQGNIoCVN5dX4EJjjhkkKLgsy9U2tsWEoli0ttPZjFOnT7N3+7aMR2VBmnbY3zuSQ8J58NIt7t68xee99U81lB0x8NQBdIPPtGRN02zDlBKBfBuMHZSnLmuUgqKcYZ3nbW97O52kQ9Skdcl7f/eY3o47IQh9RTqexj7ee+LG4gfUKnvh5N8TQljxt5yTRc3Zs2cpbb16mIL3pFHcYKh3+8+BhL5471nf2KI/GOECOB/QJmLj1GmKytDvb/OmN30WZXmCBPtpI1Tbhed5ztraGs45HnzwQYEY2lyI5n/GqGPJknUSoGNrlJMlFcDacK1x7a1ZzhecOX0OhcHoGIO8D0dHR7zmkUcoyiWdOKLbKIgiE+h3OqyP13B1hasrjFHUdcnZey7y2s/4TIb90ep5i7RouO8KiQp3/27t631SnXLyz2P78ruXaO33nzTPFGeZBnopS+FTNpJE6yri5l5LEsHOPz2E6ve6ft/Fg1LqDHAmhPBbSqkB8DHgHcBXAAchhG9XSv0dYC2E8LeVUm8H/hrwduDNwD8OIbz59/o3kjQJp8+cwiMgJT7IqNGY7qFk89TeNO3lCZhmxHEETGB1goYges32BW2vEAKuWUA7HMFrEdzXS3CefDbjoXtO0dMWSyBEHZJun83Rhkhcki7LssQFx3y2WHmROSegcKwNgRrvITSfS6JoRYNQOhCZBFBgFMqDMZqiXOJtWNnJpA0ZM04Ed2uBZWUVwahmrR83XCJZw4sBUHPaqdax2KxIqf1+n6LJygghUOeOyXzC9vZpalcRaYNtJGU7N+/wod/4NX70h9/FB//j+7h9/TZRIoEq7RasFfx778UvT4k1uPcWTdQUoUDSHfLoG/4YX//1X8/b3vIGRr0+Jo6p8U26VUujabZrTXiR8qFZbjQHnXVCfWjGNhp6CepuZUjr7ya8wSMefuQROmmXyfSQo6N9tOnS76U899zTnD59jkTLwiRY1xB2LTdu3OAd73gHh/tH1E2X7Zog7Ol0zqmzI973i7/A1vY9mDaAQCkilCwJTtxzLf+ypWO0o3cLdxgTrd7L+bKSJCsV2J8eUVnLWrfPtWvXuPfCvURGc/v2LY5mc2os127dJE1TZvMJi1nB9qDPX/lLX87TTz7N+Qcucmdvj42NLWaHB7IUsAGdBGyI6KYR5XLB17zzu/jtFy4zHCbQZMaGEMQXLgQcrN7rk8qH1XPW4IshHOcytAfzyYWSUsck4ZPFD2iwasA6nPfoOJI1QxyIiWgNZdGSu5wkGZ/9uj8gP7kgIdI3m/+eKaWeBc4BX4jksQL8S+CXgL/dfPxHgvwWH1FKjdXdYdS/81IQdCBWckpbZdEkK9eGgGBYn35yB+9liFLtxudYUtJmG4TgGgO/46Z1lefYkBe1DwSlsD7jodc8xr/6f97F2e0zfOrKi3SThB981z/luaef4dJLV+jEPWLjyMucqioYdnt0u12GgzXSjQ05mXxgPjkii2Pq2jYbN3koVQBnxSvOlccuDK3nmdbHI4Cw/hUKw3I5bzCpGF/J67IoclgsVrSJNElwriCJU6x3aB2o65ws69Dp9KT78qCsp6wK8tJyamuDqlwQd7oi9dGBsljQHfT5nu/5Xv76X/vr/PD3/TOG401qV991ArcaS60lvyFEETjxB9RBHFwDlsXkiKc+8Qzvfe/P8/LtG3TvewDvJMdD6dBsJ+VWbLsqAag9OsgWTygMkdi/2+PRVuk2zOh4gVFVoio4Oppwz4X7yJdL9vfusLd3m24vI00TJkdVYz8PlXcYJbhscLKxPnv+PJOjmdB1qkq6SsDbml4a8+u/+mFGg6EQcuO4GdeF3a9WD3XzPQ09Zj6fE8fxainRdjdCo6ip6wqlErRWXL99k7TTJVKOG7s3OJofcL85j7WW+y7ez2Q25Rfe/wGiJBFYo/R86zu/gcOjO9w5POK9H/4w/U88zxufeB29XkFkxKctUpq92YRxpoi05nP/+6/g8stX2NoaUNiaBCB4mia6KXb6mMhb13eNqW0nD0LsvnszfvzMaQNhtZigWZA1QvvYiP+hapy/I9mmOh+IfCROJ8FL0xCC4HT/GayQ/yxMTil1H/B64NeBU23hCiHcVEptN192Dnj5xLddaz72ny5yKJQW11cA1YBuRh17xa2M+XQsN5P3aH08Zpy8yeVkEXWAUiKNWgHZLY7TWDcL5u2FnBt5rr18mZdv7DObVixriw3wxV/yFSRxhqs9H/zQL/Iv/vk/xTvDxqkzmGTEfQ88yKVPvcj0pSvUZYEOluGwTxGJRjYbdEmzEdopLLpxB7FUoUI1uFY36a8kMSJydhCEnFk7h6scWgkni3Y8V4E4yShtjfKBygt5cn96SJQluDxnPB4zn89IkpQQFNaWmEhR5BVpmjGZz9BBAkaUUlglhqS9NOV9//4XeeTh1zFd1KytOby3hGab5pwj1DWxNtgmKLqqiubhlofJK3lIkjQi2Ck//uM/xrt/6uf4lr//t1jOpzivUeH4d27usca+6ngcalUoIl9T0HATfZuspY7vI9sA4gHFcDTC+hpXO4pCNorOag4WewwHAwG9y1L8A5uD0VYlu7s3+cw/9hacrynyitFoQFlLhODRdIYtcjq9ETpSBN8kexmkWz+xNAHZ8DvnZMXQdHKtttl7L3KxbhfrKoyOqfySqy9fYm19TKo9lYZTmyPWhkI5ef7yC+z99hHTwymdbofKC7mcKOZ7/8UPUSznBBWxduocWZQymUy459Qaw16X6XJGHQLbg3X2lzPmS4fqbBFFWrKEo2Me3KePnic7thXt6YRF+cnxtX0Gw+qAEnaO1qo5lHxDdLdEUQzWQ8PH04jLTFBNIUXMNOM4XplxtBvdV3q94iKnlOoD7wb+Zghh+nuscH+3T/yOn0kp9dXAV4O4GXiFsNuBNiFLaw0N7+iYJ4Z0REohJIJj62Rg1Ta3kiANjWayneG9rKAJjQeZJmjBt6IoZj6T+b8q50RayJ9ZmpCZiP3phJ95z0+xvbnFfFGxtz/hxs1r/Lk//2V82V/4SpaH+1x66QWuvXyFj3zkw0xmR9w4uEWMpjfoE5uEQb/LYDDAmJREJURBQo6LZYkygbq2kgFhEmIdkcTZ6uRvMQpHoKwqFDTif+marLWgLMN+lzp4BuOx4IJZTFlIvmeapkxnRwwHYxzQaW6cslGIVEFh65LZfE7pEz75yU/yOZ/3ubz07JOiDDlhCiDjoV2RXVfYqQo4DEEHPJJzmkaOyeE+Dz/2ONd3d1kfDlGNQ8VJfuCne6+FEJpkNANKcCu7cpmxRCFIkdNNbGSz9W6J04eHh6K/tTWdrENZ1BRNmLJppHziRG3QQfOpnR3Onz1LXlTMFzlPPv1JxoMhVV3w+OOP0+l0+MiTH+fChQtNp6PRWrrZ0HSGTiEHUUOgjeO4kT8NVwW97YzSVPzm0jQD5bn98q5s6+cLso0OaRoTaUOaZFy6cpmNjS3G69t84refFK83JVitjQJ5VZF1ZGFli5Le5lCctb3l1q09gtGiDnI1z12+xnf/wA+z8/I+Ck0cJfjg8IoVb7Ht0KoTuSMn0+NOOuScfPjbp7gdUVsnZ3k+7V0UEMF29Wq55l078UiRQ4vjdwiiflopf6I/YMWDUipGCtyPhhD+bfPh3XYMbXC7283HrwEXTnz7eeDGp/+dIYTvB74fIO10QqRkCxNcGzQjBSxo1Rj8RasX9RgTOH5IWtZ0y7uScbT5+bVC+9biJcIhttkrag8K4zXdzpBrL79Er5tSOHkwjI/xThG04dyFe/noRz/Kua0t/uyf/xJ+4F0/wOZwwKXnnmPj3H2ouMf2q9/E8OITvPGtX8ygkzEc9RjGXayVTNFLz3+Mp59+isuXr7I+HHA4OeL2rQOK+RJPYGMwwKiE8Wggbr4usLE2ZrrMmUyn5PmSECR1vjvosra2JliJNpKknipcacXqfFES92NCBKGvOTzaQynF5to21tXU3mOcRzWpZJGK8KqmXC5FGtYb8Ssf+lV+/Ed+gLe/9U+QdjOWy2WT8tSAyQrKJuw3ioTz5X2gDpYklv8/m82ZLQtOn7mf9/3iz3Hz9iHd/giDoSqLFfjc2hktl8uVhKdusMdQVdDc+AHIi0Ls8eMEZxSuclR5QaffE9F3FDOfzwHQOhAiReUsJpZgl7p2nD17lsjIg1Yuc2aTBY8/8QaiKGKSF3TSjPsvPohGsTEacuv6HSazIx64+CDz+ZwkacNZJJl+RadojFyrWnzo+n0xglgul3S73YbnKBSckxzINE259/wFWRwhB3ASx8yLHOs8h/sHBGWYFyU2yLYyiVK8bRYydc19Dz7Izs4OebHgsQcewATPMp8yWR6y1h8R6ZSf/eUP89O/+GE+9vGnGIzGYmbK8UHTHmKuqlGRkUM3EiqHb+kxQByZ1VQVvIyTpum278bqGl13qEXHaz3OHsMSKjINDm8b38AaTTPSI2N1aOgkIM+xK195kM3vW+SUVI53Ac+GEP6vE5/6aeDLgW9v/nzPiY//VaXUjyOLh8nvicfBqjMLwYFxTUVn1RXQ8MvkRxHKRMvVaV8o4Z3dTSRtS6ECOHEy6caBFnPM4NfG8OKLL/CN3/hN3Dk8otcf0O8JYz53jr2jfR7d2GZtc4ODfMkb3/xZfOc//m42T5/m+u0DXlcEBingPN3IUJZLCh3I7yy4RYJqTr9o/UEuPnaad/x3D/KVX/o2rIcf/cn3kKQD8tmcvd1r1NWSTz33PIeTIxbLGS+98DxrG5ssDyYcHEy4+OqHWEwOWF9fpztYZ224hnYl8+WMp59/Aecce/s3GPbXyOounSRDRxG97pBOmq2kN8pD5aS4DPqJBKfUlRgZZD1IMn71t57mYFlwdHib19/zOnYPI5b5hCgyuNxhVcBEEVVZEvC42q02u1VVyxLBO2xZcf3yZf71v3w33/N//xO+5H/4Yl73uscBViqNsqpk04zCBUdR5ABUOqw2jt57TJPcFbSiruTnLYqC9dFYrLmzjICYX7Y6yLaIgPjx1XUtAvrarqyt1jc2mE0nKxrLYjalHQCU9hwtJvTHPabT6aqg1bZEkviEBxZ7mMxnrA1HzMuCra0t9vf3JQOi06HIc+IkIZSy6Xc6rDq6yWQiCyflCE6WSFeuXCHuZswXS3SS8rGPf4LXPPYY0OC7zmHLhSyVvOb5l16ShLvZAiiYzmbEWcaDDz7Ap17aIRlt8n3/6md47sUdRqO1EzCPyPVOjpsqkqXXcG3MPF9iGgL3ahvtvYzpSkszokTm12ahJBznk2gt2/eyrHGuJom7q8e/vWeU0jgvtuerCa0Nozoh21NKtKyv9HolndxbgP8ReEop9YnmY+9EittPKKX+ErADfHHzuX+PbFZfApbAX/h9/4WTw2zQzcbsOGcyBIVSXjaIJwDdYxzgeJsI3FXsVn/tie8TzW/zd2i1Ipui4OBgD9Ww+8u6lmAVJSKU8XhIt5swPTziLW95i3w/MftHE6K4+XeD+J7FcYpr6GPW10SIdXonSwjDAaNxn7NnNjHZmP5gg48/9RxZFpH1xvTHW3zOxceZLktMEjPdu8lyMaVYLji8eZOnnn4SE6W8fPuQcOOQ+WzG+kafQbfLW97yFsbjNULwzJYLrHVcfuElbt/ZZT5bMNWatJOhFHSTlLTbkeCTtI/3kPREB5poRdYfMOxnvHj5Cq9++BHSOOPUeorzfcHvSs88n5OXBcZL4YxiTVCG5Wwm40ZjlJhlKZPZguvXX+bNf/y/Ju31V1ZRtNtVFQsHDCirSvhxRuMLKw90QySllpEma/SfZVWRJAl7e3v0+/3Vxte1vDvdJkH5lWrEGIN3gSiJKeuKS5cu8dijj5MXSxmf0Y0mU6yPyjtLrly5wqtedbEZwR1J8A3m1+huUVSlJbeS6TAcj7jy8g6dTofaOya7u5LrG0V0Ox0S70mzjGU+X/HQqrqAWorM0eGUpJNQ1466rnnppZfIsh6hkQCaWH6n8+fv4+buLlm3Q1XV7Fze4ev+p6/i4NY1+tubbGxscO3SJT7/i76Ut/3pL+Tjz18ljgRGMFF63FAgFlfACi4wxrCYy9LLh+OmYhUv0GzQ2+6tfc6UVgR/TC9pu0OUR6lk9e/I50zzp2q64pOyv2OqUVvcvFNo/TsQsP/k9Uq2q7/C746zAfzJ3+XrA/C1r/gngOOCs6JjyCwflGyspNg1UiJ/LFbXja6wBThPFrW7x9pP/1yL5TXAqFYNy1uxzKeUVUG/Iw9y3WBO95w9xwf+489z3/kLvPbxN7N9eoPNzTXGoy43X36GLKnRSIZr4SU9TEZkSLXcLNYFlKu5//5T/Ny/fw8Xz9/Dn/qzX8rLu7uYTooyMXlhyeuSSb5LHELTtSZEvQ36vQ3Wtl/FxTd+trxxnZRv+NovJwo1/+u3/xCF9ZT715lMJlzeuUI+KXn+6WdYzvbZPdilNxjTQfPQA/dz/6sewBcVpy6cY964tCymBTs7O9TBcjSfo+YLHn7gft77Mx/gy778r/Jd/+gbuXBmm8Fgk04meaSbyWmyLCWvhD6zzGcoFcinS/rjLlmnI7pcZykrx+6+58btQ977s7/A937HP+D67i65zSlKKMoS7yps7TDdlNo5lG1u5oY2EuqaUafD4f4EYyDEMfs3b3FqY5Pts6fYO5wSKYkcjA1UVFSLCtPYcKfdDsSG2lpqHJP5HLssSLMOL3zqOUbjXiO3s/RMn6A0XiUsigUbZ85y53CfKEpk0+c91geSyFBOisZRWjDC1DpuXdoTL7r5hNLVeOuI4gS0YrJYENc19WSf4CDtZBITqETtYO2SEGCe1/R6A5789d9ibX0LGzwHkyOCc/SzmIcfeojN3pDJjVvcu3WGRx55kEjD8nAXFRl0knLlziHv/Cfv4rnndnjyU1LgykJoMfiAd0IXQcmya7Xdb7qwLM6oasF0tTKYSIvJxAmljkYMMbw7pm4rFZ1gPni8E7I1XvKRlREcVJlmcQhEsSwNV4vCE4uOFb1IK5z/I+ZCItU9HM/7qu2s7i5UkmbfrqtVw8tpx9VGNA4Q2lX2SRj0+PLKN4xtBcgJYyLYQZiEqgAAIABJREFUPnWaf/tv3sM3f/N38OLODqG2UHsqXXHvhXv4a1/7VSjgb/+N/5lnn3mGze0t0jTjxvU7nBpvc+tojtcKjReZS3MS+obRHyGSq0En413f911sjyK+5rE38rEnn2PUzaAxjVSIf5rzvokSZAXCh2AJVlPimdzZ42hhedXFV3Ft5xqD4Zha94l6GQ8/dp7kM+CP/ZkvJElSuulAjBmzCG8lnHc+n7N74zrWHfLC009xcOc2zz31CfYPDxmf2mBtNGDYG/MbH/8Jvu0bPszB9IBf+6X/wMMPPcQkL9naGFPOJ3zq0hU0MJlOKJeSKBWnmjCH+XxJMDDsDhj2YwabG/zTf/7P+Y7/4x/Q63V49KGHiI3YaF+9eZ2dWzeYTefgveRONN17KNugYcO8sGS9EZ3ugGHW57Wf8xou3nsfl3cuo5wEQusAtfd0Oh0qWxC3FJXKU0wnoDtcPHMvB/s3iDfPQLBYF7BebOTruiRSEbWtCcqR6UjybuM1EarHzfYfI47OgzH70wOWywJlNHWi6Tb4oEYxXwpPTnvPsNenn3bwBGrfFUOBNj6xKrChpnAlwcQcTQ959vJVRqc2efyx1/Lkk0/ineVgsuTUmbNQVdycXOXBB++l1+9w7dY1lmXBaLTGnet77Ozs8G3f9V289MLLxElCFosJRqebYWsHhlVGr1LRSh4mnDSFajBLQkPQjhTeBdDHG9RVIdMis4uMkRyWRvGTmAjtFUnaJXiLRwwvgpf/MrSdnL4LE/zdyNWyobbo6JWXrj8URe7TdWi/20ja/vdJ1nRbxH5HqMVqdP3/qHvvKMmu+t73s/c+oXJ1nJ6cFGekURZKIAkEQgSTk7GfiAZMsDHGGK59bZzAJplggwUX/DDI8AwIESTZGFAAlJFGYUYaaWY0OfV0rHTCDu+Pfaq6Z8S15bXue0s+a7WmVaGr6tTZv/0L3/CrU1onPN7el6leh04IhXGaE09ay+zMFL00IZARDq+dtXvXTg7t3c/QSExtuMlMax6BRUhLHPrHpOkUjWYVZ7wWlkcVLCIuC4c2sHf3drKkxXxQJSswb8K6Qb/BOTegTHlWtDrms/R3t5HmCB/71KcRDqr1mqeOBSUv2WO9lWFuMnoZZFmP/Oic5/8KbzASRIqVa08kCiWXX/4cpIQs8VSyXfue4PHt25ibmuHAkUl273mCk085hQ0nrOcrX7yGoFRm8y8fZHR0mBNOPRWr+zQ1wfBwk6FGlV3bdzI7PU273aaXtDFOUimV2bp5K9sfeQJrBeMjo1idYLRgw8mnsGz5CvbvP8gd99xJdaiONmaw+fX5jVp7Pbbu4S7ve/trsNb33A4dOsLw8DBREKAzA0FAt9UlCkoFkFiyfNUq2r0uc3MJS5YuJ1AW7QJKgSLTGWmqCaQiMSlpkhdy6D1kSWK0xiEIVYBQHrMVRRHW+Cb9muWrya1l155dzM+1yI2mXq2iAkWW5RjjMXmdXodlKyaYGF9GZ3aePO0SlaocmTlKN+kxPTMFSrD/4E4SnVOOGgRIzjvzbPJOjyNHD3Hhmafya897Lrt3bUfFE3Q6HR5+dBsHj84yPrGEHXv2055t0aw3+O713+flr76a+siIl28PJNrkHpJRlJR9BksfcF+pVPzEPQzQuR6waPq9ceMWMHL9FSodAx/WvpdD37Er15oszxHSFYOVBekmYKDaLaUceJz0e3nWWiiQDn0ZLWv/D5ar/38cPumyBXK9b1vmU+f+gu4HuMW4HOd80/rYiN9neTPo4S0iuwIgXTGlEVlRujoC43AW8jTh5S9/KZ/57OfJqwEWQWeuw50/u42ZqSPMtRUrTjiBI/fcjTSOSArmW3PEFUWzXibPE0ToxTs1Bmc9kt/hbQ6zXsa3v3kNY6NDxJUR9uzYQ6NUItcJahG0QAjh4TPOYQrpqIHRdJ7jDIg8whJQjkOsVEincIXXqEIgU0tZevkesISRB7wKYdGmgzEB2nQQmWKm1ybJMqwrOLJRnVWnnsN4e564XOHBrVu46qqrKFXHWL1sgjWrJhgZXsq6DWdx9vln0Wg0qFarrFq1gn179zB3dIbte/YznfW4+dafE1VK5HkPpw1WN/mTD/0xL3nJlXzzG/+EyXsgA5oj49QrVU486TQufc4VfPTjH6PerBVNbUcYKVrT80SlCnE5wmL4yGc/xZt/8/XUSiUuuuA8Wq1W0TQXxHEZm2u6aZdy5J2zlq1YSbU5xNThA2w6ZR0HahE6M1RqZTqtNmDJMk0UBZQqcWEBaZlvzxEUUkJHjk6CLRrwsWJ8eIz2fId6s0avkzDRrFFvjFKplHFScM/993HPPffQaDSISjGpzrjlrttBKy694FIe3/oIu/bsJRhuUo7K9LoJPd0jDqo46e0wnbbMHp3iFS99GZ/+7N/xspe9gCVLl7N8/UlMrFtHvdZk5dp1KBRrVq9k9doV1OtVjMn51re/xdvf8R5SAVKG5HlGFAWDtpBv7eiifSMGrlgCidWGcqWEsI4ky4vNPB2sxcHGbC0Cgc57RHFApRLjrN8sgijEmAJ2JP1AUHJsAtPtdn2Zbi1xuUxWBFPnHEiHFH7ajNAgLEEQP+X48vQIcvQDVzE4EMdyAY/P5hY/88l4vQUMF04Wud5xUV/4Ce3iBqd/qsNJR6Ne5aILL2TzQ1txhXfC93/wA5atXsmuJ3aze/seSqUap59+JlMzU8jAq8VqFCL2zkahVD54O68uTNHIHh+u8rOf/5irrryCcy98rv8ClUM5BcYTnQe0mCgA5whd4KXgcUjrg3oYB2idU6+UvcFPrr36g/IIcWUdIlQYYT3rwoIMJaZwOlIqxDoFwpEbkNpQiiLf9zKaQAUgFNXRcS77zTdz9Rt+nebYMu689x6iWo1SqUQkcnZtf5zDh6a49977eODe+9jzxHZ6vZx9B44wNNZgfHyUkzedxZo1a1iyZAkrlq/hgvM2EVXL7D10lM9d+XzC2MvaC2mZGB3h05/4JO/8vffzic/8PbMzPUqliLhSQueWiWWrUGHA7OwszlgqQ0P88Ec/Zbg5zP5DRylFEfWqlxiPlM++2u05pHCMjo6yZr5LuV6lVGmw5fHdZLmhpCRz810iGZGalCAqkRlLr6dRUlAtezGDaqVB6mDZ6jq9XooKQ7Y9soVeL/dTwLREVKoSCseSlavY9vh2Dh+a5OJLruTSy69ienqK71z3/xAHAa3pDk4F/PDmH2MSzcbTz+H2e+9g2UiTKAhxNkMEXiBVScueg4d5w2+/g0svvZSXvuTVXPCS1yOiEsoZOvk8kog9B+dolBVjS0bRaUqohGe+CFi+agU7dx/AGF1gDL1RUxB4imAURR54qy06NxjMYLPt9TqUy1Uq1bLvG8Yhqc4JI4VZREUUwqs7585SCiWBhtx6qFYU+sSi7+bVx9tp66Xl+1AacTxGslAG9q2phUmtsTlP9XhaBDlR0LkWI63/o6M/Te1zNY+9zy3K3hYzihfz7Y59XQDjfP8h0z1Ghse46aabGBqfIAgims0mm+//JZtO28j69ScyNz+DtZYVK1YwPz9HrVyh203o9hKCqOQhDoNmrigoQRbhJMPDI9SHynTTNqeddg6TrS65zsBFSAXl2KfpWZYhBsR8Sa79tDlwgkgFWONFCo0xBfsjwAmHLoxxPNvA45EAwigosIMDcm/hIwuR9BAQK/2G4PDBISgQ7UmS8e8/+hG/8553MTc3h45KZBoapRL1+hLWn7aKjWc9g9de/TbSzhzTszNMz3b45d238rPbfsr87Bzf/sW1XtJaCpaPjTIyvoQ/+5tP8PjjOzBhiXJcwpFx6okn8fiO3Rw+MsWuvfs47+yzmJ6ZZG5+hpHhMbZse5S4XCqcnBxxpcrnv/xlzjn/QvbPtei0Wl5pJs2Ym54hTVM67cJ9KlLUKhFTU4eZnm0TlSvMtNp05+ewUqFNgjIes9Zpt70bVWrYsXcnG08+iYceeZS4McpXv/Y13vaOtzM/M8tJG87hgQfv49wLzqI5PkG1XOOE9Su58vkv5Nprv86a1at55jMvJQ69beTw8DBJa55SrUoQRGjj2Hf0MMtWrKS8OSBQAm2yAgZjiMISs4emeOXLX80HPvBBPvWJT3LvLx/ywpuh9zttVCpgwaRdRFxjfHQJvd6Mv2YCRbkUsmTJGIcOH8U4z0zpl/7GeNaKV1nxwQYn0NoOJPozzABA3a8wCBxhWEIIXVRMXjEEqXBCMt/qMD48hNIZOtdo78466LEOpPvFQk+9H/hwDltkiQtDVOEhLCikWlDGfirH0yLIQQENGIyPF8bRC0dxO24QsKTkuGyp/9DjJi/i2J6dP3Fy4CfgX98wc3iWl731Vdx59+28621X88Of3M7U3BzLl05QL5eplGJe/JKX02h4I5pTNpzCo48+gnOOc8/bxMTeI8zMzDA/N4MMSxydmkOowPfUlB+1ysxx1mmb2Pn4TsaXLKOV7/c7GIGHSxRI8jAMsUW/0VoIAy9XLuwCZtBnvn6yJYQHTZcjb1XYd8Pqj/r7fRIninF+fzplLMalhCWvcOIKHHYghPc5FQG/fGAzz33O8/jUJ/6Wz/3933FopoVBobWh1enSS3KUCDh0dBqL9c3pQPJrr3g1nTThnNPP4NnPfT6bH3yIpcsmWLFkGY888gj33n0n69afRLnmDVwIQ7bv3strr34DeTFtm+vOkxYX9OEjB6k16v59Ood1EMiAb3/3+8RD4+ybmSSyXvtMu75Pr6JeGAepSDE+McZ5F13MLbfcQlSqMuQscegDrMkcokDfg+fAKmdZMTFOq9XikityWkmXq9/2OyQuweicU9at48vX/AMnn3EWtSVLKcV1sAm33PMgJ65ewYtf8DwqlYhaJaTWHCLLcz+VdRqdppTjKl/72tf4jd/4DVYsX0IY+bbE9p17ufDiZ3LBhefz5x/+C35y652sWjXOJ/76r/jd976fVp4gTOal+pF+EOAca9asYd26E3j44bvBearUkqXjbNm8BREHWO0ljYzNi3VS9GitA1Eo/wiI4wjnvPpKUJiADyhVUiGE8Q5riwYPzhlUEJFbQxiEzLbmPKtESDLj20eDHhscs9aPT3AGQOEiQZB99WcsTi8IADyV42kS5Io0lIWTcOzJ609OhQeeFVwGB8di41xfquf4P38sfs73/iSLoTYWS6+bMzqyjIc3b+GCM09H4SiHinanxYpVS2l3Znn5y19OkkHa65BkObnuUG/UmJuZJ+3NEMiU8bE60zNtxsaHODo9i7EOpxy9tMuXvvIFD7pUMTv37ydNBUoGKAE2983fvpyQsM6r3zqHK+hUIIsMz9PX8kJ63Bv5eqL3ALHen5AVMBwr8FpdujDuFhIlPfFdF69NHwuFGOTBtaERPvPZz3H5Zc/EuZw062FVhJAKSY7OXXFODWEU4xxUqxUOHTrM773vA4wN1fn5PfehpeTA0Ul2H5zi5JNO4PNvfhNf+eKXMJWIbpojPD+LICijhWV8bIhep+N3fyCKF5rRFNaUxmi+c921bHvsId73+39EgkYEgYff5F7w0dgUGfnvfXZ6jo0nr2X9hg1s376Deq2KL4dCROjFP0WhYheUfd9nst32WUoU056dpqk8tKVUKtFut6mUyhzYtYtT66NUSgGpFHR7Mzy2o8ef/9Xf8ILnPZdnnHsODz60mcZQjSgKCIIQaz0t65vf/Gecc7zyNb/Ocy5/NitWrKLSHGbv3v1YKbjzwQepjA5hnWDjxo08vvNxlq5e531PhF8bwstmE1fKTEyM88jDilSnhEIQxAG3/+LnnHXBhb7fivP4TwO5zSEMMc4SqACrM4Io9plZ4I1mPKwkHGRxIgxJjSbX3lZQ9NkvOOrVElEU0usllEoNer2E2U4LFcXIAvWweODQh3otJv33sXW2YFF4IHEBJxMhg777UzyeOtjk/8PjVxWoTwb8wvGlrFucih2fvf1Hr7eIQL2gkSWRgWBy8jBXPe9KRkYnuP473+b0jacyP3uU4ZEmR49OcsL6k5hrtzDGMDE27hu0zm+ambEQeFcn5xzjY6M061WUEgQy9AT/W3/C5OQUK1evZb7d8Ule4Lm6URAeMynu8wcXdr4FSSHPzfUab4PNQPQnx24g6SMRA9jNwnOLSbVgEAwXwwFckVHbQhdOBiHDoyNccslF7Nn9BDpNC/EEhXORR7yrACM9firTKb1ck+qc+fl5Dh44QLMcEqJRzlCJS+zdvYdarc742EjRSPY7fhSEA4ZCGPYFMD3feEGIwfh0vDA0LpdibrrhRqrlMktXLGVubo4oCD020XqPCiEkeaLZ8dg2tLZUGw2MUhjnEEEIIkBL/JBGOozyDAaHJNcWqUK0taxcs7rwJxAEIuLI5Cw/+8Xt3H33vYw2h8iSBArGx8zcLGefdy6bzjqb9/7+B2i1uwN9NmP8os7TlBtuuIlzzjmP//nHf8b6E04hzQxP7NlNuVZGxiGhUgRSUq/VGB8bwxRQKmFyMMarJVuLxNKemydPfY9NimDAYnjggV/iMu0FEWyAKKS/gsBLYkkp6fS6hDIk7SW+HCwmmP2sqQ+y7g8DB4KZxgyc5LqdNgIYHxull3T8xFQEx0guLVyD3tlssULQ4mPAXCq+/yDwiiuVSuW/pCf3tAhygqKEXDQWtsclZD6TOzbIPenkCPuk0nTh+YvTNuH5qM4HBi8O4GV2ypUaX//GP/P4zsf5p3/8Etf8/Rf47Gc+ic4Tpmdn2bd/D/WKA9qcfuYZmCSiWhsm1z2c1eS9lNbcPEEUMnV4mvZUG1xOdybl3JM2MX94H8lszq+/9E0IrRFBjnW+R5IVkkOLU3gAEQZ+siQFRi58+UoFSBESyqAoJQKM8GV837DXGDPog/ideJHMOhJrnFeV7WdwBSZPWIMquMRZlrDl4W187OOf5uN//TcExtCaPErW7YLJCLCgM5S1SK2RXjWHPMkpx2V+cfud/N7v/yErV63BmZKXiAJ+5z3v44EtW5mdnALjoRsm114wMc+8oUrReBYORF+0AekveqmQgeD8Cy9Da8effOBdXHH2Jr7wVx9l7coVdJI5HBnW5FjjZdYP7H+Uu39xC6aTEGpD6CDQBpwh8ip4SCEI8RaMUjlCCVnaw2FIOt7ztBxEmKyHMJpyvcLEinFGxoYoN0p00nlOP/FM3vSa17NmbIS7fvYLhkeX8MCDW2nUGoPg4gSIUBFEIf/zz/6cex5+kKOzs8zNzVGJ/aAlCrz/BFgO7tvPLTffxgUXXOANuFUISmGMwuHltubaLRojQ6S5t/cLw5A0SXhi56Pk1gcVa8xgJUkpB9dUVAw6AiEJlWdTCAelyGsZhnGEjEOPHhhkZH6DDKKQzFhEUOXI5DQ7du5kcmaa3DhKUYzNF1ASsICFXYyW6P9+bCDsEwTygfVnf1N+qsfTIsj1szTrCiUHFNJKRH/HcQ4pih1r0eONzY/t3TlZKEEsnMwnYejAl3CynypT6IopVABxJPn5L+6i3hjmjDM28YXPfZaH7tvM5OQkZ5xxBpNHphBaUC03OfnEk8jyDqVYMjs3x9xsh1wLqrUhsI7W/Cwjow3q5TJKaMIynHnemazbsJGzLrqI+lCdpY0GK0fHqZVDhNMFXcW/59wacrxYZCBDBCEyz5HCA4utzQlDQ70WMtYoEQdeMNJYQWpS8kxjjUe0D5RZWTCrFhKCUJFmCUrIgdqLEAJCD6gNpKCkHPN5RhfFbbffxcMPP8gPvncdQ7UyUgZoByJQWFFINimJtjn1epUdO3Zw5x2/YHryCO1WC1FyRJHPxp7z/Cv4xCc/xcqVq70GXO4xegbLv/zLt6lXa+S5AbzxiVs8OccHUpNbtjz4EE/sO8w7P/iX3HvfZi44bxOnrFrKrTfdyLqlK2h1U6KoRNKzaCo8vvcgvayDCCRSBeTOG5jnRuP3WkeOxliLkIogCAvB1BJhGGGc9U5rUqKV4C1vfAsmt7TTDmecvoHOkWlWTQxzYPIgN9x6Cw889jj1epVSHCIDhTFeFNb7fTjGR0c4sG8XQhfYsnoNGURYYQhFhM4txuQ88vhjrFq7jtx4U2lr8mP6WxZJZ77NK172SmQgMRivKuwk9973AGNF1ozoq/b0lXr8WgmCAmIUeAC7cAv88UrsFYmNs8f4C3sHLQ8uB0izHBVXaAxNUFZ1ylEZrfuYOouQGiFMgW7wRkDHM5MWuLFe6l30yy2XA15p+b8Sup4WQU4IwMkFL0qlvCKBWlxe+bRWFZw7r0v15EL3+LT4+IgvhBhU9Iu5ds55xV7nFFkm+f4NP2Fy8jCnbTqR8ZEqR47M84Y3voMkSRBCEQchhw4eHuCAnnhiN0J4QnOrPYOUXltf6xwlAy69+Gx+9u/fY9XoGO985zuZmz/KeL2G1dYbXEtJs9EYcCyFcL7UopBKL5RGXFSk/qJQk5Xel9JkPaQ11FRAoxRjexn1Sky1ViJQ4PKMrOcvRKF8VmhzPZA26pfd8/PzAzCyFZDqlCTTNMpVHt3yKCeftJEXPu9Sxpshf/Gh97JkZBhjcpTTg/5fv9xFBnR6Xa655houufhCgMInw3MQNz/8EA7JgQMHOGHlCvK8mKhpzaH9+0iylL4k+uJNq/8aFl+y7ti5jcnJQwSVGjsOz3HRlS9h98EjHNm/l0vPP4vPfPiP2bBuFY2S4oYffJ9du3bRzTRRuUovSxHOkRa9zMH1ZsUg4x0sQmfAWEpFf8oAlVqVUzaexsaNG/nIn/0xG9av5bRTN/G9G3/MrXfcSRCWaLXniAJFo9HwUuVKYaxECYUSknqzwdatWxlq1kB5u75c+8+e5JlXG9aak05cT7vjq4TFklRSeQEDjKWdpFSqjSc184WFKAoGgFsrPKToSYiGgucbBP6zB06Q9RJy61WR+9WWya1XshYLat1aa3KdFQIIaXGOHPPzvoS2FgSFsbnV5FYXPGEv4e7swjq0xgPpU5v5YC3wfUDrhyn/7crV/jmenfWmMu12u0iXc4zxIoPW+J5AlmWeBF58if2Lvt8b6PcM+rX84v/v3+YWPc6/fvEGpGJuvk1icjRw4MgkKpQ4ZWm3uyxbtgKkotNLmZrxsIMk8UKRMzMzaJ0BtpAq91+CsTk6y3BGc9vNNzMzM8OqVavotjtY2/MXqMswNiUIDVZqVOSJ7UqJQkvOIoOAVHvvAr+zG5I8o5v3EEpiEdSqJWplSbMSsXrpGMPNCo1azHCzihCOarUMQmJ08dnVIuXWYlhRLQj6/lyBx/fFZEYzMT7C6MgIj+18gosuuRiTpGx9+MGBqbXVxmd/wvttGCdJepq3vvVtjI+P84UvfGGgLJsbvzCecdHFCAvTR2e44IILyJMU3emxd8/OwRDFH2LwIxY1nk1uSHsJLs9QTpPlXYJSwF0PPMrnrvlHrr3uWzy4+R7e9bY3Y03GE9u3MTs7zdx8m16a+3NnNWEY+IzGeaViWUh5d7td+pxJz7bQ9FKDsZBry+TMLCetX8Mv77qT7333B+zct480zShXKsRBicApauWKb78UwoW+ke6b+d5G0ZFlXq79GExocVka5zDaMXnoMLPTM3QLeSpY8AoJQq8a4v0t7GCq3p+eCmCoUQe8cbM2ySAQwUILpL9B9W0Z+yILxhhMrglVQIAkChTCWaSEKBSoYnJarcZUygrhcoZH6oShYmikiQqlv45lQJbkXj7JOcJQkecaXbBHfAXnKZ7W+WvEFvJpBAqh+oH5v1mQA98HKpVKlMtlKpVKoQ7LQFIlCHz/Cad8xmUlYYF6HsivyAVLv76CwuL7+j9hqIrdKhh8yX4x+TIkN4Y77r2bV7/q9Wx9eAdSRVz8zMu44BkXUS7HqDCi1mgSSEWnPUuoAvbs2ouUoALItfZTJwVxtYLOcjb/8k7u+PmtbNu5j5wQUbiuIzKk8hp6c3NzmMwHYOMsSkQI7Y2LM51jpSJwCus8Wn3pkhFUFNDOU3IHSoDOuqRZi9yltOa7zEzNMTPdYnxiCZ28jRMsSFYXZeximIlQkkzniEK4NIoiMJYszVm+fDlT0/u45n99lU5XMjy+jAufeQkiCLFOQD8o9fuD1qGimEq1yh/+4R/SnpvH9nx2qmRIEMV88A/ez8f/+q9Zs2Ilz73ofE5ctxIj4MGt2xCFOsniwxO5VcHf9tirSqXB0NAIsfAcZBVApVFn82PbmdOSu7fv5oKLLuLdb30jgUt4aPO9JJ02yvmGvZOQ5tlAv8xfU5I8SamWyn6iKB3OClRcIheOpN0hFgLZbhGFChlEvPJVr+aWu++mneWDzdR7f+REccydd99BEHvDligOvaw/kiTtMTzcZGLpskFQd8JP13GOTPtBw3Xf+RarV68mSTWBCAYbd+AkcRCSu5y5TpvTzzqTyamjizZvQaVaYsmSJQNurFDCg3nNguqI3+h8dhgEAQbngebF5+jL7FdLZerVMktGmjRLimY1ZLgWEaMZLpdYPtJE5gmBM4g8pRxI4kCydLjCytESShka9SaR9CXz+GiVZlWgZJcVS+s0a4qlS5oEuSYSihCJQxJZiJAI6y0Tn+rxtAhy/c1roICLweI7U8b64UBmUoQSA9s+WJDF9oq4x/pAmuOytcVZXZ8w3ycee2klD9HQqfcHKMU1PvLRj3PZsy6nEsZceP6FdLsJzaEKpbJEyJwgUnQ6XtBwenqWVjvxkBAVg/Dij3naIy6X+NynP8PE+ChLJ5az/+AB4nIJYyVGK6SIwAoiWYXcYTNDpVIhtJYA33tEekZEOVaMDZeYGG/QmpkiliHDlSoYTS8xICOciugl0OnlEMSIQNHrJEitEFZjdIpzxqPLcRi3oNqKNf6SEj5gaWtAeuWJA5OTPLptJyPlCrf+9BZuvu2OQSYdoCDwIGQjwAhDoKBUCnjTW38LFQYcOXKIarWKNQFJlhPGEQ8/9AAToyMNW4XsAAAgAElEQVT80R++nzCyXP/d73Dq+hOZOTpV9OPAYyQX/vUTOVUEO0eGZd+hQ6RpjrMSgTe21tpSrQyx+8Akq04/l6/94F95xjOfxWMP3s8XP/tJhmslFAFCxgOgqrUWm/thRzmKMYn3xu2bAxmnadZKHD28hysuuxin4PobfsQH/+TDXHzxxYxVSuTOYIX1vGXlCMOAsaEmP7vl5oKFE9GXdPV2koJmfYRua3rQVFeFRhtOEpcCMm143pVXEYaKWAZeMVwLnFXkxtFNMgIZEoYxBw8eYm66jUPilIfFDI2Psm3bI8RhgHTCn6OidOwnAX4tHiuP1K+Q+mY8pVKpWHMpSZaQOUeWWdLMUm82CALJ7PwcQyPDZFmXeqVMvRyxdKTKSCNG2YwNa8cZrgfUazFKpwxVQkYrZSaG6zipqTdibNaFIPaWm9ai+qY6/eGEfuowkqdFkHMFR9UYD42AYuqjF/cV/EWmdT7IPPpfxmBCc1yfbrAr/ore3QDY6I4FNC4u1Xbt2c2dd9+B1pprr70WrS3z8y2szbHWO6YnqX8/R44cQokQUGSpD3o6t+hCa2zPnr2sWrGas885k263TZL4MihL9UBIsFaNCZSj2awSBYrmUBUpHFEQIqR3F7NOI0SONVnhPA5pmnmallR0kpSZ2ZbPSoIFuz2MpV6rDeAC/RIfFiAoi49Up5g8RScdHJYwDpianuazn/sHhsfG2bl7B8OjY4PyMwg89Uxbg3F9pWZ/bufn/Pu5+OKLGRoa8np1QUyv1aIUxbTnZun1erigxKWXXorOUzrtWfIsGXzX/b/l1Wn6AqnF959rDh7Yj4fhxEiPLhxoxwmjGR5u0k0z2h3NRc+6nJtuvJEXX3klq5aN027PLyDopSjkfvyGGCrl8YShz/qzXsJYtcpb3/wW3v2e97D6xJMRQUCapuzcuZOJ0TG63S4qEAPwa5pmg+vK5BYnJNoN1IToN+/vuuuuQua++D4KXJlwAoljbnaae++5hyxJB62ExfxR70avaLfbBIG/LTd6oKYMUCpFxeYhB1nrAkzDP6r/2fug8/6UXihJkvnEot8TDIMY4wS5tYN2Uv91a7UGmU4BizWGLDcQhJjMUZKC5RNDjA2Xac+3yNKUQKpBudzPKOnLylsvYWWlH0yo/4L8+dMiyAnRHxUXnFLb18tXC7t2/0MfA/ZdVGo6eUywgoXgdnyQG4inFxNGigXUl94WztHr9fje97/DzPwc7XaXiYlxXvjCq5if6yJEgCBiZmqWcrlMmqbsP3DIL/Bc0+l0yXNNlhmCIGbt2rUkSY96s8Hb3v5OatUqurhIavUSEkcgQ6SwlEshwhhkluLIqNRKmDwlkDkObxvY6SYkWUqSa1Kb0c1ycidod1u0OwnOCTKXDVgOJstBBrRaLQzCi3n2z42x3ux3gL3zvZGR4TGWjTVYt3SY0WqEznKq1RqrN25i1fqTqEQx/3rjDezctQeMJrOWwBUQFOENarT2wO1GdYiPf/zjvObVr2Tt2rX0HdRMnvOP/3QNjfFROrnjjE3PIrUOVzIYYwkwZGkHWyDz/aRtQYbHGesDeZ6y5cGHyI1d9HlylAAKLrBOeozWmzzvuc8npcSjj+zk8Ucf5+ILz+EDb38zjzxwH2NDHt7RZz2kOidTYOMAm+acf8aZvOKFL+DGm77PfQ9t5YqrXkxreo5yWKU170U1b77lNiYmJjx0x4FODaGKaI4M+/4uhlBJhHCFb+6CPNhdd95D0ukMelFCOo9x1JKJ4SY3/+SnXH7Zc2m1OghhkLIPwvX8T4tBZzndbkKujVdTdhKTa6TA842jMlHk5cZFwQXoB7LF/Wvwxt79o/+7tV6M1Ri/kJw2A9B6lia+74Ya+FtUq+XButQ2J3OGToa/PrpdxsbrTCwdIQx926QkA/IkxUgIi5aEE95yNBCSQApQgkz/N+vJ9SEhx2NjfO8oQIoApSKkCBFyAW/jH1bwkBDg/L/+zyw0qgeqHoPXO9Yyzh8SnRUTKyNJkjbXX/dd1qxaSaMxRBQrrMs475wL6HUcuba0eh2CUhmNYnZ+zmPdcjfYXZcvn6A5VOHIgSOcc+4ZbN76IOXKKFpnhKGgPd8h6fZ8aRqGKARxHBOFoW8OZ14Bt1YtUSmHjDaHCku7kE4vw9EHAztaLS/bXS6XUTJEmKhw91oozQMVLTSYnQCxILOTpTkKx1CjhrQ5Nu8y20mZ7eQkSQpWg9OMNod4+ctfxe+97w/4/re/ichTQGK1LpjECuUgBEJ8E3nvgb0cPniEDRtP5/DhSYJAYjHUhpq84rW/yZKly3h4y/2EoWH26DTVqEYUCmpDTfoZh9bennHxIhTSYXNwQjDXnsNpD5A2TvvPZxXS9OWDQMmYS599AaVAsGPffu5/Yjff+/fb+dKX/pFbbryBy84/B3o9Np5wKmk3RZQkc8ksp60/kedffhnjI02OzB5lzaazmJybpTE6XGRJhqPTU1gL3/zGtdRKNd+/Q/jmfCCYOTrD49t2elWZAjjre8eh7zFj+PJXrqHZaHjGi7FgLIGUiBhSCW9+xzsISzGZyxHS4siR0lt4aqHJ8oTheo3pI4d57hXP8UEjCouNJ+SRrVsplWLPHsCSa48U6K8JIcKF3rVjQdLcOVDSG+qEEdCXRrLFtWWQQUynm6K1KWTOU7K844HeoffONbkjcAGlWDI1N0MvtUxOtjg626aVGabm28x0M5wq0ZrvYIQHygvhENKihUPjv29no6ccX54WQa5/HM9dW4zwX8xueHK29h/X54t3f3+DfdIzvIOQD5IqCpmYmGDr1oeplGLCconDhw+zfs1qbrnlFjqdrt8tM0MYRqRpj6TX8YvJWYwTLBkbp9frcfToUbY8tJnhZoO0l3Hw8GEc3qTaokgzS6vTBenInU/tlXIoVWRaVniitFLEcehpWEIQSYVNXZERaWq12uA89UvUfsO4f9TqFZxeUJfo9y2jKMIJqNfrA8/STHvxS98XhUatTp5mlGXIY49uY/nqVXzzW9+m2WwOprR5pnHOmwMDA/l6Yxxf//o/4azm0IH9dHtthHCkaU5UanLSyRv44z/5U6anpzh04CC1coU4jpmdbROo6Bgo0bHfGT5YOENYGG4jF/mFFEZIWIdymlLoy6Azz30GPZNjgdnZeYKxYa79zvfYcMpGXveaV/Cxj36YE9euJuslnHv62Vxx6SW89W2/xfYndnHb7XczVK0j8JCJJM+ISiUANm3axHnnnUejVhpkY/1NpNPpcPDg/sJvNfDfa1F95HlOlmqazabHORZ+tv761uSZB9Ru2/oIW7ZsQapFXrP40tM5qJYr9JIuURRRrw9TLnvVEOccoRTs2bPLD8fkgvGzKbx0/c9C5dMPcIvXZr+EBUma5IXvrue5WqcplUpkWUan16XRaHhoVBAMtOL6SiNKiUGwlDJAyKDAWUoyo+kmWeFD4rNy33Lw1ZoZJEO/iif1q4+nT5ATCzpqfSpK/2L1gMU+1Uj68fIifissVjaQDLiti/ByA/iBkIOML3d2YcDhHBZDmufY3DDSHENhqFRLvPAlL2X66BSTR47whje+kTiqMjuXMjnVRriyR8PnCTr1ulylUoUj+w/jdIjJIz7z+b9m1569nHraOezeuxfhFK35BIcmLoUFdUggVIwxRV/L5jhbyCtJCdogjPZSOJmmXq/6Ca4QVMslTAIm8+ohsriIrRNoRwHszDF5DxW4Y/pb/WauFF7FN01ychfQzR1COQw5hN6ldmykgTYJDz68mWXLlnJ0dobJQ4cJyDEkiMBhCzpUwMKiSdOU93/wQ9y/+UFu+MH1Hk/V61JWAmkNnV4PEZX46Y9/yqYNpzA1NYmII7QVyAI32BdtlNJL92DdALzcHKqxb98eAinBGpSEAP85LTlWJETlkExrli2ZYNOGUxFO4oyhHML8fIt7H93Kn37qC9y9eQu50Vxwxin80e/+NhvWruT67/6Qq176Sh7bd4hyHCNy46EUUlESiiTRVBrDnHryKXQ7LTbfe29hxiMGfbc8T3l021bCoGChOIHt99QC70c6NTXF6tWrybLCtEl5jKCUUApDtj3yEBtPO5lARQOPXidAGge5NwuK4gpChVz9hjf4a4iUwHWJlGbn9h2+T4bHShrn+7Z9aqBfQ36j6rNkgGOCncdU5qgoxElBN/UUsFBBGFlqzSpxJaaXZAwPj5AkyUC/rj8RzTJDHPqKBWcgd6Td1G/KqcFpQ5JlGOGxfdblODSmUDkxWI9IeIrH0yfIucUl5bEfwDdVJUp4fqOHPQRIqY6BhvjyFgLBMbfD8ZmA3wlUkeF5GWsol+ok3S5S+gzppJNOYGZ2luc858V876abefjxbZx48kqf/QR+N1u1cilZllJuVOgmLeI4Jks1gQlwnS6nn3QCrclZDh44yrvf9T6CsFqUtH431oYBfabXSTHWYrQgS/oMBInOc2QgyE1GZtrI0A9gotCXQ51OByktuXQk2gwmYhKBNCCcwApvwtwYGvLNYQc4QRx5GWyHILfGZz5YAqkQGt+c1h5/ZnRKtVrl0kufzZYtW7nssmdTLYd052YYqdSpByGxkugswUpFzzisUkRxmdWrV/Pd667j05/7O8pRTBBV0Cbw+EcNWMHb3/E27r/vYSrlJlJDteAo9ocki+EVSE/UtVZTq1S5/5f3EZUDhPRB22DJdYqz2htAWy8BtHLFWrTNqVQjrM08WV16P45cdxhp1FmxbDlhrcrUVIteN+fDH/4Q5519BkqACmJwljzJEVaQST1o+l/y7GeRpZpr/+Wf/eS/UEJxTjA6MsLQUMObJocL3geD4ZcQrF27nun5OcJSOFCGttaQa0iN4JWveDXLV64lJQQcJsvACEQBh5IIut0u1XqNVatXYG1EEC4hjyZoizK9PEVJW4CLM6TVXnw18OsGIFBlhPAlbigX4FfAoL/rURAZeZ5itEOGoWc8WEer3R0MKqYOd8hyR5Jq0l5Op9NBCI93TfMMgCiOUYGjHEdkvQxjLJFULG1UGKuVaVRiGqUKwoZIl3vRBSuwxfOfyvH0CXIc25f71feZ//Sxzrkn8V6F8L2rxaoj8rjnAGhtKZeqaJOxe+8uqtUqnU6PZmOEuNLkZa94DZVKmX/8yv9izap1dLop9eYQxlhKUUwUlYpel2+Wzs/P06zVWb5sgpUrVzI6PkZuskXl1IKuVn+6t5i36kud3EMBrJ8Y9s2KwzCkXIkoRXHhFGUInBjY9vmfYoKsDXmeep26PKFWinE6J1SSpNtBOEcYKBRuIHfl31Yx/BGCKCwVt1kOHT5MpVLjssuexX0P3Od7gXFEXAr9Lq8Eue5RCgRCa2QoueSSi9i1aztXXXk5gcJzMguu8cjICFIGvOAFz+f+h+7DOcfcbGvBEep49H4/QAifAWmtC6aGGUz9vOlKgCBEgJ/ittsICUPNEZzxFofGGCKhaHU6XPKMCzn7rDP4H//jQ9z47z/lZ3fdw7t+971cf/31fPiPP8T4UMObgAdxMaX02Uea9ojjGOcEL3zxi9h46obB9F5rz7lst9vHlKHSFTi4/jWrNVIEVKIYBYW4gEFEASoKieOQyaOHffvBuoJ543uQOD9JdsJPV7XOOP20Mzi86wk60zvJWzuRs/uoBAGBKiOlQ6GQIkYIg7VeUcQ547UNi/entcZkuYe5FNdpv3XgxML3kGXeB9Y6NQhwvaSDdV6OyRhHlhty7TfT/tS2X0UEgWcyBVJQjku+LLYOWfBsm5UajUqJWAYooQjDGBn+H+zJCSFWCSFuFkI8IoTYIoT43eL2Dwsh9gshNhc/L1z0nA8JIbYLIbYJIZ7/n7+GfysLxjIKrwIVDHplQkrPbSUAERb/Khz92+Xgxzox+Fv9w0kxCH5CCNyiHp3FY7uEzMmzHia33HDDd1FKcWD/FNt37eW+Xz7EB97/5+zctYObf3ojX/3qV5lttRlfuoZuL2X96jUEMiLp5R4AGjiGlo1xx713cMJJa3nNr7+WxKSUqhXStAPK6/27gvrSSRNSY0nTDG0ytM3RmYeWWOt9DZwVWBOgc9Am85LR5YhmveGdoPD83r7ySKkUe9ewSBAEhYio1ghnKVdicIZQQDn0GZgUXsY6QBAUwok6FyAVmRZ02hk3fP8GOp0OTzzxBC960Yv44fd+SLVUZXZ2ltRoMuvQKJ+Nph4WZHOLIWZ4yUpGhpeycuk68sxPzLTxNoblcpnK8Bj//I1v8P3rr+PqN/5fqCDCOrGojbHAWfXQCn/xqDCg1ekiRIiSMdZISsQoGxCpmDwzxCFsvvdurINla9cihacRzc7OcvL69aSz8ywdbfLQloe578GHmen02LF3L89+3vN5YMt2li1bxguueDYfeNdbOXX9Oqanp/x0NJFUKiXStMPefQe56aZ/Y/3qFUwsXzqAfwQ4fvbzn9Pu9LxXsAOsZyEsHrIppfjS5/+B5UsmyIveosk16Jy5o4f41xt/QLNaohFJJkbHGB5qEiqHzhKEgMwZpPQqutue2Mv5G0d4y4s28dJzJ7j4hDJlZ5DUMSrDWYUUVZApwgriICYMLKFyBNIW8ucUwqluQAWzA4iXz1ClcpTLZYKwRO4USZLS7aWEcUxjpEIUehhTV2tyo0gysE7RSzJavQRrJd00G6jOtOfnyJ2lrTVppkmNZbbTIo4CQhGirMTpnEOHDv1nYWVwPJVMTgO/75zbAFwIvEsIsbG472+dc2cVPzcWAWQj8DrgNOAq4PNisQTvrzj6CdmThwmLy1Y5mEj1GQ39LOP46anHUvWbqWpw38Jj5aLX8306r77hx/DNWp0ffv869h04zLqTN7B77wGiSpVbf3E746OrWXviCr7+z59nw8knsWLpBLOzs0ysWIl1Dofn48XlCiecvIZPffZjHNp/gBe88NeYPDpDp5sQBJFXA0GSpykmy/0XYTW50WS5RWtb0Fm8pHSWZfR6KVnmA6CUIHGD4UJUTN36yapzjqTbRZvM79BpitG+pxeVyvR6fqqrnRck1Fp7y8eifJLWYbWnkCVJhiAkjmNe+/rXsnrNSlatWcmOXU/w0JYtWJPT7bQoB1APA9LZObrzLbIso9v1KiztuWmyTotPfPTD9PI21mUIZxgeajA2OkQQweThI1z1/OfxyU/9JR/9yEfotOcJArnQN5QSgRoQ9ZG+eS8RVEoxpTDC6gysh9Zom6PzBCUC6vUhjM7Yvms31VLFKw2PDvHwfXdzwvqVCDL+9dZbuOOXm5nrdEm6CXk7YaQ5wo7d+7jk8iv58te/wXXXXcdJJyzn7/7mYzREQFgKSbteeirJU+6//3663S5LmsNefVdAmuc8sPk+8rygKVmvau041nLPGMO//fTHiDAohCqhFAWYNGH7I49z+bOew3lnnU21EqJNgjM9qpGkUa+gJEgjBktm/8FDaMpMz6RkXU0eh2hSnGhhTQgixYk2zsVewNNpP0zIPYXSVwcgCwWU/gBjIQMrNl5tyVJHoErkWRelQtLc0u1mTB1t081yVKFCnOYZvV6PJLPkNiDX0E00nXaKyxXGCMKSIs06hUmUI8sdToUcmJxBu4zGcAWpHGMjzacQuvqR4z85nHMHnXP3Fb+3gEeAFf/BU14KfNM5lzrnnsCbTD/jP3oN8b+9Z7E6gaMvz7IAgzgWK/OrQK3+WJDn6WvJ+UBX/G4dEp9Z5LmhWW+QJG3SrMuGDRvQRpAX/ajfestvk2UZy1dM0BgeIo5j5ufmCk6tIhQ+WGZZxo4dO9i3bx/Tk0exFvI0G0A6rLVer83YRXpvbrCjA2jt8WK6KD2N8XSv/oDF2HzQu5FSDDKc/lBGW1uUC77Ewfig2W63CcMQXeygA/5vIaWutSdC96evHl7jp67tTos0TUjThNnZWZ73/Ku4f/NmxsZGWL9uDcn8JBecvYE1y8coiw61IMOkswSmxW+86oUI06ISdHDZUUqyx/Ytd3HvHbcxdWg/7ckDvOiqZzPTOoqzgqnJaUrFcGUwTTuuReFsIenuDFG0oFtmWVBFltJP+NqdDvv37ObQvn1c/sxnsmfnTj7yF3/J5OQkq085lTwXUPBV65UK5XLZA3uFQQhHuVxlNtVc94Mf8fPbfsqVz3kWlVJIGEjmZuYxWc7rXvc6TjjhJA7s2+8XttVkOqdSq/peoligpC02WO4DbPfs2eNbF9qroCTWEoaKZrNJXK7Q6nYQzgPRnSmA8AaCIBr01Zy16CxnfOkadh84gjYdlLNINLgcnQNCk7uuLzullzELQz/J9vzXYyFWC6DsPl5O+2vZek8TrCMqrt1ASgRyQfDSOT9gsKbg2uYDuqYxHkDcy3qEoUAFgmql5HtuBU9VZzlh4M9Pp9UmSbL/ktTSf0kZWAixFjgbuAu4BHi3EOJq4F58tjeDD4B3LnraPn5FUBRCvA14G4AKjtVQ6/cz+jG4v9D8/YtxbmrR31vs4XDsQuiP8fv3+QB37HDDFtBIazX14VHWrhznwKGjvPa1r+XovMAV2Kb1J5/J5gce4swzz+QP3vce3vjGq6nWhoiEolwKSBKL0obpuaN86xvXoztdGK7z0NbHiOOyd1CXAisdxnoVjax4b0iJtdmgn9TX6nK2aAwLg3CSLLXorEccRygVkmuNFI56tcp8u41UCm0WvFpxXoLdN/n9cEFagbFQif3YX0iPf++j5322AcZphKG43zE9OcXSpcvYf/AwtdIof/Xnf8MH/+DdrFw6ztt/+63e5CSxpL2EtH20UNMQqLBGlmWsXLse0i7NepXp+RYbTz2FdevWcceP/5X1J55GJ0v4nXf+Pl/94lc4/5zz2frYNuqNMh7/WGjLAX0VaCucp52pkChUtHsAkjzJiwXl4TilUsStt9zCSLVMVKtwwfln86Uvfomf3PYL7nzgMYyAalyil/UIhCJLMno6Iy7HhSVfQNJrkyQBzkrufmArq1et4Pzzz6WbpLzr3b/Dq173OirlMvfceQvOhmw65zxqzQZ5u4fOLWEp8uILxku396UG5CJTpV6vxw0//CFnnX02hMpPyK3jRz/6Abt37eXKF7+QzvQsgQvJ8kJRN/LrJdU5Tll/fgLJb7/vg7z19S/jlHVLYFYyvDokLtUJwhiTZl4R2mpE4V7nCgmnKIoG68WfakUY+uDUX3tKFkxKJQdwGiEkxmSUShG9XoLBYQq6ZBRW0FmCzhIy6xB5UTEY76oWRRKpKKBQBY3MGKzLsNah8O0TayGIIqT736dGxx9POcgJIWrAd4D3OufmhRBfAP4Cv8X+BfBJ4M386sTsSRMC59wXgS8CRKXYOWc4vqo9frhwPJPh2OOYUcLgv855U4wFbl5/sfT/H08dwUuFz7dmeeDBuxkaqjM0vJ7lKzcw/fhW8Eo2bH3scd7ypndz7bVfYnzJMp79nEsJVMSRI9MkSUIv15BrhodG+Mm/3chZZ27kiudehXEOKTQaQ5pZoqhErkGKPszFTwuDwKvVGudZEH0+qcGDn13BuzXYIv336hW6cPHy3N6MIIw9RUYsgIGFUoSBREpfCve6XWQovf2E8c/J89wLdALSFpzRAgeXJt4XoHV4ijCMscLRTRNu/cXtNJvDfO7vr6GjBamxNKsVhPJCCPVyhTTPOPOM0/jet7/Lt779Tb757X9h586DWKf524/9JRvOuYArrnoJDz+4mTddfTVv/M3f4P/++tfYdOZGqjYaAKwdFrdIzl4pgVIR0zNzlMtVRLuHENbPH12OkhIhvNnLstFh/vSD7+WTX/4XbrrlNnqtWXLt0KJLHIa00oQ49tzMNPM9Ipv3m+SA8BLfpTjk0PQM0/NtPvf3n+eE1Wv58pe/zIYTV/Oz2+7iwP9L3ZtHW3aV5d6/2ay1dn/6U31VqlLpSAghIZCEkEBCI00CBEQinwpif8UrXPVexSZ2l897FbmoXFRABFQujag0GhDpBEIgBEKlqapUX3Wqzjl1mt2vZjbfH3PtfU6wy/cNxzdwj1GjUlU5VWevvdac73zf5/k9p1dptuo4Y2mvtqlEEZ+8+2+Zbk7gzchSVRLcvcXbIDeR0jA3N8P7/+L/8ITLLyfyEWiNkpI9+/Zy5ZOvYr3TwxlPxojQ4hEyNO1np6ZYWlqhkVSpa82Tn3Erey+/nrS7ArKHTarkWLwzKJGQFTm6qrB5Ud5fYfERwhMnekxMkZEjjhSZcdTrdVaWzoOPiaOE3BQQxFdBmmQd2TADGab1WmtMnjNYH9BqNRFFKDJ6g8AObNZqeBOsjaKcso8snIiILCtAaCJVBRsWcaTHFY9/kXtcNZ8IYPUPA3/mvf/L8gZb9N5bH5C9f8zGkfQ0sGvTl+8EFv7tf+WfX2//pWnrv3w0pUQ7q8f8GAE1/zlMeqh2AqMtyzLe8yfvwHrJD/7Qazlx4gTGKowPmqRWa4JX/9AbuOXZtzE/N8Pb3/52nnzVFcxO1ksRrMIRsXfvHrZtnSMd9rnluS9Ayw2voEMwGKSlkj+o850FUxSg9NiYbl2BtSZw08I7K3HerqxO7diOI6WkUqkw7Pc3jNXeUbhw1DLOYVw4fhbWkeY5ulIhdx4rARXQ5cYYnLU4C5HSAY1TFCXUIBzDk7gaPLf5kCMnTvKi2+7gnq/dz+zsPMIEp4O14UiV5zlnFs+x1u7ylXvu5YEH7qHZanHmzDmOnz3N2ZUVXnj7y7j2hptYWDgdAmV8znJ7jSRu8K53vJcoih9DjBnTn4UDb/E+HOlarRaCsBhLqTFphkmHzE3PsGV2hrOLCzz7RS+hOTFJnhdMTMwQS0E9TuinKUm5MdjCPGZT3Gx7y70lk4CCzOXoap3j55a5/lnPZnFpnZ/9mTfw9v/9e7z1rW/m1mfdRC2OmJma4tSZ09RqDXCqHDq4knYcoiHDIKBCPa7RXVtjqtnCWkcUaa698ire+MY34pBUa8ti/McAACAASURBVA2kCiaroiiwzpH1B2S9AdJZts7OlMxFy6OHj/A/f/fNEEG1FrNl+zaWls+BCRNTHUlMbkJqmw2eYy/CgpuZgijR5MWQRj1B+gItCvrdFXZs34byoWcmhEeqDTitJ0BIhYqI45j+cIAUoV1gsgJj7AZ4wbqgo8NghA+9OuMwVuB9XFo6dYjrlKEI8V5grceyUWn+W6/HM10VwDuBh733b970+9s2/W8vBQ6U//03wCuFEIkQYi9wEXDvv/FvlDfwPwVcPvZblf/M7/9zb6eMP/s2MePo58cOKsKAQwDOFQjhOXb0BL3egH0X7WNtfQlBgnEBkTPICw4dOckPvOZHyIqMj3384zzwrW/w13/1YU6cOIGKgpSg220zPTnBsNen0miWrSRFJENiEtag/AYv37pizAYbqc+Doj+8G1fq6RybHCA+aOnCOD+kSwWph3vMexyN/JHh+FNYj3Eeg8DZ8HNqQiN81HtRIuCdRsnqzrkQ/msc6WBQ9l002muuueZa4ihhdWmZSGkioXGZRTrLsNcm8gU2twwHjr/664/Tbw/40J//JThBPkjZMjODsJYsy/ibv/4YrUaTajXhgW8+wm0vugMzIk/YbxeAhuN+UZhN102gpGTQHTA/P8/VV1/Ntddcyx//8R+ydcd2PvX5L5IkmnqShPBuJGlRUKnUEMaVPkyxSeJRXrvy3tJCUhQ5ToCQOjgDopik3uILX/oq//CZz/Frv/5LXHP1Vdx1113s2rGD6akper1eyDYtj2+OsiIRIzVByMyo1+ucOnWKuFJFywgtJGfPnmV2eob9+/bR6XQYZBneOGTpsAlWxMDyS9NhqL4jxaNHj7Bv337u/fojfOOBo/zAq17D4rnlEplUZoD4kXUyCnpKF76fPAufu1YRRe4xRfCpqnIDrdUrtFo1KlVdkoIlWRY2QyEUphTsa6lIs+DCGPmaN/tkrXUYaylyixtJarDgoNfrA0FJkOfpY3ry//Ia8C+vCv/a6+nA9wG3fJtc5H8IIb4lhHgAeBbw+vKBehD4APAQ8HfAf/L/JuHusSJg7zdcD7Bh3t+s1P/nf/jx1M1ROohHf6dgvCD4EgE9ugSCKOxsVJmf2cHy8mlWlpZxNLEuwRZ9PDm5DWy3peUFhpnmK/fez/raES6/fAdTs3U67VUajRqd3pA/+/N302gmnD53llMnF6hUFUI4clugVEJcaZDmGbUoPGxVHVTsZpghjKMaV3EorFBYH6aFmTVIrxFOl2LisNilaYq1NrC+6nWqcYIY691cGPUj8NZgjEWhiEWEHQ6JhEA5EfhkVowrXucchYfCu3L33GDxC6UCRshZGlMtXv7d382F+/dxz9e+Qm4HWDKUEmA19WQSKaroCLK8x+0vfin/+ad/ksWl07Q7y2RFyuqwTy/P2L5jG3/9Vx9ibn6SL3/pH/nAX/wpa6uLnD2zOF7Qx50PEWAN3gmUgnojHDOHwyHDbMDFF13Adddfy4033cDRY4cpDHTaOdc95amsr7cxFoZZjlDgvUMWaahkNrlkwo+RZMUGC5SHioqJLMTOIa1H+pxYOxqNBp//wpd4xSt/gK/f/00uu3Q/t9x6E89+7q3s3XMBnU4nHPOdQ4kIb4NHNBSNFu8Ng3TI9OwMu3fuoFKpoITiov17iSPFoNdnOBgglMAKMKVpPS8KLIphybHDeWIcW2d28OC3HuXY4nn+8YHjPHj0FFonuHRIrMpFXEbhKfEFyntUHHBSsQ4aP6UleToAB4WLyIzk/Po6wzxlvbNObzjACkm7n2NcsGUZ48ocFYl3EfgYa4IUKStMgMuWG5YxRdkTDPdcbi3GQYGlPlkWB14iRAiCckVeHrf/HRc57/0/eu+F9/7KzXIR7/33ee+fWP7+7d77s5u+5je99xd67y/x3v/t4/lGLJ7C+bI3sNE323AtbKRWfTvRd+OGtONFcPNi+O29PWlHRwYFXoehg9BYY6jUEnbu3o7HcuLEMsZ6nLRIL9FehkAO3eD04iq///t/ymRzlsOHjrHW67Bw7hxJUkXFCe/503fyrYce4ZqnPYNTJ5dYX0/JSt9evV5FqhA2k9oivHdryJ1FKE2UxKysr1FYQ2oLcgMOjfVB/zZacAo70rI5nA0f+mCQlrupGPfSQgU4Eh4Hr6QxBhUpCmuIkjDiL4p8LNdwhMpJljffyFOplMJKMNZTWEu/2+fAgQP8yl2/ysMPH2RyokmkJOgI4w2DbDDmommtqdRrXLBvL5//wmeJRUSiNMoF9NKW2TmazQRT9Gh3VxhkQ97+B2/np173X4hiSRRJrH3sZ29dQTq0TLRmyfMhtYridT/xWt7w+tdx+Nhxfust/4uHD56is97h5mc+E6tjhJcUrsAIz2AwAKHxRCglSwAEaK1QMpBOsiI4RBJZ+kqtRTjBcJBBObh2woMvGA561GsVKpUKb3nL7/PFf/wKH/jA++n1OlDma3jvsc7hhSsXTzvum/aHKfWJCS64cB8zUy267XXuu+8+pma34LxARxFxnIQpPALjPTpJcAiGg4AeT/MscAFVgfEpjzxwgOPHjyLcEF9kDKOYDgLjIHE2WCYNGK8pUkOkYoyTZEWApbbq0+goxEEOBgOkiugNDf2ho8hDKNSoyPAuCJIdBZSAy2ocjTmNo2tQrhRQBkUbYxAonLNYbyi8JR0M8a5AeI8rEWv1Wg0tJGn+H9DxsNmGNTIHj3RuEH7PezGm2m4uWb+9b/dPNHPhXxj/2n3b1wgf+p1Jojh65CBxHFNvzLDePk+tXkHrOPD4ncTkFqsEUb3OdTfeRHuti5IxOopYWVtD65j52SnW19Y49OgZnv3clyB0LcAsy4lwUQS1/Qg/PXrPToTwkdyaccK59MFbGElFJKNxmMhIK+gERFESrpETYyAoowAcsaEz2/waS3CUHCvQx1kPm7SImwcXI7kJNkhaAlBTsLbWZrI1EbITBj1WV1fxPhBVRsdfWyYt3faCF7J96zYuvfgSmvVaMGC74F18+OFHmJycpHCmnPDlnD59mu+9806iSNEfdEMYoBhtULIEF1SRImZldZnnPPuZDLodPviXH+Her36detJkmPY5c+IE23dtYXl1BSXCMTdK4jJr1m7o1fzG9fIEvViIRpRjNFcY/HiEVmOCbm4KPI5KrUq73WWYdjhw4ACPPvoo73rXOwIdpgzBGfHjgODaGG3GWJwSFB4uvuRSpiYb9AdtPvShD5HEVfbuvwgpI1ZX1hkMBgwGQ/JhTr/TochSavUKMzOz1KpNut0e/bQLCqROUElMnGhELNFJi1pziriqyfMOWitmJlq4wjPsDkh7fYTwLJ8/R3/QY329Qz8fYEyBFpJurx16tXk+ji4cSZk2AqLcWC6V53l5HziUkuOp/2aeI4DzhiiKMe6fFioh9tNRDFKc8VSrtce9tnznhEtbkCq86VGYy+aqRSmB9woIhAQlNM6ZcrAw0syF4FnnGJ/7N/Q+I8yzQRC0U+HG3iRJkY5O5zyzc1u44yXfj448nhxvAK/wUuFVcEYM0jb3fv08/UGOqCf4dMjX77+PSlRha8uyc9s023dfxtXX38Q3HzgEwzyIjfMC4QLPK6moEHKugnREC01hDFqUD5RQYyyO8+E9VZIIpCDNMlASiaawOSY1KBWhFOUww+KQj2mgj3p1o2OslBq9SbKjREAm5eWiN4IWBmmAK9X0fgzKlDL0p2q1Gg89fJhvPXiATnuNSlJBkJPlgSknnEUpCXZj03nWLc9my5YdLJxZZJB2mZmc4Fk3X8fc/CRKVak1Io6fPMaurXvYv/cCjh07zZ4LdjMcDHB2pLoHQYyxQxyWV73qThbPrfO5z3+Je77+EJOtKSpRhaExfPaeL/LSO1/O06+7HhcpovIewzoirXDCYUyJ9QGE3EDC28IRJZLCFkhC/kBSi/FGstpeoV5rIbxARJ60l5NUauSZZ25+gh/50Vdz4vhZtu3ag/C2JIAI8Lq8xqUsA4sSisJmWG/prVlWVpaZm5nmrb/328xv2cbTn/505qZnuO7ap3DV1U8iNZaDBw9z5NijnDh9iuWlFebndnF+cYnZLfPc9rwX0+v1aPdWkCJC1RJsnlJdOEfR7rDSiEm372a3aDA0axx+6AHSbJ16vc6TnvRkXvCil3DoyDEK77jzla/k0OGj9AYFzdYEWTocb9CFCYuYKwxCB6xVtVIbT6alDEMtRRiWVKsN0jRFlpPXEYa9Xq+TZRmxjstOk8Ejg7Bfls+5FCglscPsca8u3yGLnEDrYDoWcoMEbPFlpaIpcksJ1wiJ8s5SOE+sSrU4sgT7KaQcVW+jCcy3yUv8Rn8pBDQLDJZIVhAmZ+X8Ai+94xV86+GH0FJjhEOWosckjuh3B0y0GkS54zP/8DVuuPEaJicjuo+eYrIe84VvfoHJ2Rle/4af5eGHDpKmGe3OAC3AqnCjt6pNtI5oTjRYXT0P3uN1wNgYH/qSAh+sVl7S7wd/pMDhpEBLjRSQ2YJEJ5i8IE8zpAoXKQyRPVmRhQWmfG0OBrY2kG9Hol/jN1whOMOI02eNR0cK4y1iU4vAGYtXCqcjllZX+G//9Y3cfffdvOqVd9Lr95GVFkJpVEQQcIqIPMuQUchiOPzoAsMsZXJ6giwdsO/CC2h3OvhCkJshK4uHmGxN8CfveS9Pecr1fOP+rzI7NxW8wV5gvQcXUt2stRw9epSDRw4RVWMGg3C9u8MB0louueRSrrzyKhYWFimMQxXBZSJiTWHDoMV4gy8nqS7Pkb70FGuPsBWs8VQqdSabVbZs24oQgk+97e285I6XsrJynr07L2QpXiZOJHmuyTKJEIatO+awpod3ZVjOptvRC4nwBgQU1pO4Apv3GMQNvvf7forU9ZiankdQYceOJuvtZb76jS9x3/1fC17VxjT7L7qCemsX7hIB5OzcvYvO+gof+eifsd7p8fO/eBf9XsaWuXnqXnFi8RxJI2ZL7pjsZXw1G9Cxs2y96FpueurVPPCNb/LRj7yfU6f+GOcsH/vkp7jva9/kzf/jt5ifn+NHfuRHIYnGp4aRX9X4QESJ4wppmgdPapksFqyUCq0VWWGROibPDVFSIUuDOL3X621QiClVEaLcIMOBjtxZlDU06v/hKrkN/droTY5KWoEq+0AeKQJZNUzQFEKHo84Y8e03JqejSmXUnB8H40gVbuTR1Kw8qo5ezoUb3GQOVTok0sGAiooZDvrUkwn2PuFiYqWIDORFwa3PeT6rq0u06tP86m/+Bl+85x/A9fjCl+4lqUyTG8PERAtrcrwI9phhP6VVbzEx3WTnnp1M1Br0Ops+ZCXAhpQuaxyNehOExxQFTnncaKpmHGmREuvo2/A4pULdB3eH9yFiMClR3eMd1tmxy8LkBbVajSzLMC5sM1rq4KwoymltKV+RUhJpSX+QkeOYmZnhCZfs5b6vfZlz584xM7cDo8NQwzmDiiR5mhInTS655EK899zzpS8yObWNHdu28ta3/A5ZngclvIdYanKtWW+f59DhR3nta36IH/1KmSkxqi69AJeB1SBinIMtW+dZXFymGkUMsgG1pEYcaazJmJyooxUIk5MODN6EBb/aqOGLsKHUGnWiSkKzVqfRaOCcpZf2yPo5tnAY6/nKvV/mAx/8ILfeeit/+Edv44/e8Ufkec7ExATWQzbscdkVlwHQmmiyePZEGFoQhROKDv0rh8Y6hUAjZOnGMSmqqmlNzXLxJU/g+LmDDNfOIHxKUUiMhXa/T00GR8D62SHDniWOKxgLeIPznlq9wdR8zAWXzPDnH/wY3/VdL+D0ufM04zp+dgcZA7wyzDea7KvC8nqPLc15Hn74IE956tNYWjrNmeMPIrznyVdcyR+++9285a1v5dP/8PdU63XWloJWcuQ5HeGw1tbW2Lq1/k+eZWsDezEfpqiycoukIk8zkqQcxpRC9PC14F0p2vdyfGqTUqKVoNGqP+615TtkkfNIKRi1jUaBNiNybZHbTf2iEjTofdDpjP4GbxFigz02tk5ZglOg7ON451EqKo8IBb6c3IIFL8id4dxSm7WVDrv27EYCv/e2t/CZz3ya7Vt3cfDgQdbWzzE7OxsYWRUZQot9hR//iZezeC44Ag4cOMnk7Fa6g4LOcJ3+sEu9XqdwlslWjUqjRu4duYVvPvAg4GjVGuzfuz/cAOXRvVSMkhcboT3aa7xWDLOCWCVYW9AzQ4SMGOXY+VL6MfoalEcg6PYHVMubKky0bHmDhUUvzwPNorAGraOSEqGwBhCiHGCEBrIzCp2Uf2Y1pnDcfffdXPGESyGq0ZyaCXmgztNL+yFXV0cceuQIF196IR//+Ed54Qvu4H//wUf5w7e/jemZOkKosh/mqTfrnDh9ir3nlrjthS/mEy/+GA8+9HV63SEIh8BDKaNAOHbv2UMxyDh76iSNyQkOHXqU3bt3s3fvHh566AHuvvtv+epX7sFHCUJGSBSHDj3CkcMPsdbPqArBWnu9HBAlIAKwoF5rElcSGrU6tXpMXgxZ76zx7ve+Gy8zEDG1xhQOT7M5SZJUycyQtEhZ6yzjjCUvUrQYorQMcqTCECeB7FKtT5HEDfqDDD09FablRvDVr30JT6jEB1mfIlNs3XIphx48gJnUxBVFs1Vly3yTiYkpmhMTaF1hujWH0FWsk4E6Mxlx8thhlpfOc3r1LN2lM8wJyaBSYSWSbLd9qlgub1R5wAv+5iMw6Bueeu3T+Po993Lxxbt57avv5L/+0m/ia1P87We/zA3XXkO32w1OiywbL2j1ej1Y4ZRCajVukRjjiKRH6xhnwnQ0pKNJrBE4J4jUqF9eWiNtjvYRLgJRWiW11gzznLWV1ce9uoh/SWz7/+crqVb9tj17x0OFcWVWvjY3JzcHAPtxny303qIowuUOY/PHNNFHRNLR3xXaVHJsUwGJFRkqt0RK0e63yfMaCEur1aLWiDBFEFBKKRkOLEmSMBz2adVbDLIBlXpEvTrPG17/M7zx519H0pzhxS9+DToSZG6dejwdPnDFRsBveXTs9vt4a5mdmsOanGfd/Aw6/TYVHeGNR4oQBZfbUkvnPd5IlPZln4zHVL+j6zTi8hvvkFqGBjEhuFtrDV5ibEakJV4Y8AExb13pFczD9Su8x2Y5yLABZVkOSuCNxSGYnJxkfnqG977jDzh25Jtk1vHW338XWZbT7w743Oc+x8K5M9x+++1UKgm33fZcZmamOLe4zIc+9Fc88MADvO9976Y/6GBt2ZL3oR8qhebaa57Fq1/9aq6+5kk87WnXBLmDUuHo7nSQk0iCvYvg+mhN7kbKCGdzfJGiFfTTIU5qnIyoVaqkg06AFBSK9e4atVjRnJ6gs9YOhBRToJwijitkeY9ER6SmwNmAwpdSorXC2YJYaYZ5hlIRYCgMtHtdhHUMOz2mZ1pMT03w6KNH2X/RhVRqVeJI4bMUpats2baDq655Kjc+/VbWOx2Onz3OX7zvwxw7doTqxAQVXed7Xnk7N914PX/x/o/wmc/+I1k2pD9YD1BTK0ikJ64F6sm2qVbI87WW9U6PwkB/fZkiBVmvQ7VCI0mY1TFXPPEqdu68gPOPHuKCG59JmhXMzMxw5WUXc8899/DRT3yEqck5Lr70Mm5/yUt59MQZGvUKs7Pz9Ls9Ih2XThSPVhGesirToU+ntcYUFokliqJxe8TLoNfUMgLKVolQIXclGN7QWmJMjlGWRFcQWqA8+Nxw60033Oe9f8q/tb58R1Rym/Vwmxc0X1ZrIMufN8tF/LjSC/aekF6vxMYEdnPw9GM1d9+WGo5DusC0cj5Qd41ronQQLGZZEQSOucH5kGkAjnq9SZqmYUe2lpOnDvPpz3yCaqPOlU+6mnZ7jXqjRnOiRnutQ71RZTDIyLJsvAAnSYI3nlqtQafXpb26zMmTJ6k160gbwqWdt6CCzAVE2P1EyDwY7QWj6lfreCy0jONAw9VxxLA/wHlBkkikDBWctQUQpl9GFCgPad5HaUlSaKIkhJhKZ5luzeGcRcgQdDNI+9QqdZK4yvrqEh/883fzlx98Ly+67TkcPX4aa1I++7nPUElq/Nqv/wrWG9qdVXZu34ExikEKOqry+S98gU98/KO02210tBESPlqEdSxZWDjDF7/4ZV784hexuLjMjp3zAUE1vj9K9ZzXTE/PAZKV9jKxivHW0O+s8ZSnXM1nP/85mhNTRFFCM4no97p0Om3mp7ayc+sWFs6eIFvqb5i/XYF1YcgTa4kpQhSmc8OQjuYslNy1UTWc5ylJRSFJuOUZz2R2eoJGpcmVV16JICw6f/Wxj5M7S7NaY35ykvMra6Ak7/3T99BqTnHg4Udozc/wXd/1XN7y+/+LuVqFI48cZP8FO3jdT/wwCwvnmJ6eph5HNJNm0N/FEdYZsswgKjFf/+ZDSAW1epNatcWFF13Kxfv2MT05zc6LL2Lvhfuo1xLmawlO1BDVOh/+hdfz/Btv4lunzzC3dQuri2f5nld9L//zzW9i+/w6n/r0J/mu5z8PIRRHjhxDyZgo1jjhxsJfIcEUZRGQpWgtGWYDIhUTxxqTpyA20OaRKnvx4wGi2zidjTJ+vN8gTdsgLDT/Ctbj21/fEZVcXKn4nfsvQjkw5bDAWcpoOBPkFrbEKzlP4UNVJqXE5gVxHJwCyklknFCYDGd8YKjJElfkNoSeBonwHonByRIhU8QgC6zLwUkkdZQ2FDZYhsLUNiQRjR0F0iNckHwoFQVZAxKbW+74v76f88urSCRRZYJIhwU3Mxm9bkpFRSSxDjo8F7ys588v0WzVGfT6vO7Hf4zV1RVEqYgfLYxeOPI05F+meUYlaQBQSYIUpFar06zViWKQKNrdDrt2b+Nn/stPkReWV77iTvbs2YNUcOLYSc6dXabb7TIxWUOq0FvpdtY5v3geU07NoljRGxakacqRow/z6JFDPPe5z2V9fY0HvnWARFiuvOIypie38Zcf+yRPveapfO/LX86933qA9/2fD3LFE5+MNSlpf0Cn3wHfJ0mqTDS30uuv0emuE+xBHmccSkZl89kiFPR6jhtueAav+O47eNObfp1ubzVcfx+FI09SCdaiwqDiiLQfjkv1aoM8Lag2EwaDFO89FR0HTJEY3WNVrO2j4xCV5/BESo9tccJLomRDI+ico8gtcbKpNSKC1Ug4T6VeC9rD3PHSl76MEwvnePToSaLGBKmHHVu2cONVl/LJj/81Z06fpjk9A1LQ73WoJzHrvT6XX3Elz3/pHXzxH7/GZU+8kk9+4qOcPr3A9975/Rx69CBnTh3llqdfT7fb5VXf/yp++RffyPpqh36/T7/bYaLZ5NU//Gq27thNrT7BwuICh48c54oL9+GMJ5WSmhQ4KcjskIoVrBvH9Rft4xNvfB23fM9rObN9L+eyRTprPVRm+JsPvZ9HDjzEr//3N3Gq43nSJRdy6sxp9l9yMVmWooQP10rpQCDBoXQUWkUKsmHOZD2hUYtxSDJncM7Q7+VjtJMor2PoEYtS71meTBQB9FAOzJyQfNczrn9cldx3xCKXVKt+x+69eF1GpYnQ9BZChUopUiAESpZC4FKKkPsCiUCUCn2pDElcpSh8qFJUSPrSQga0t/cB4SwKfCHQMsaTkheDcZ8OXNhNRFnkisceAWE0oQyLU6Q2gkdGQ492t8OznvMy0oFFaZDKYX3ZVDWW6dl6EOP6Ksvr69QbDVyesd5e5YJtu7G24Ed+9LVk/R69bpv19XUmp6aQCo4fPcH999/H7t272LZ9C4uLaywtLpLnKRdfegnDQZd2u41Asbi4SKNZ4+DBB1lZWWF9fZ1bn/0CPvShD9Bo1mg1p4ljTa/XY2VlBe89zWYzsNsUVKtJWckOSXQSqiXpUUKTZgMuv/gJ3H///VTqFWanpumlbQaZoVapsnvHfv7sL97Hrbc+i6zISYshkdThGOrDjg2lFa0UGsOo2SyhHNBoHSbrz7jp6WgV83M/9wvc8bIXYUyBLUY5rGJczVMGQSsJ1m+0M6pJhTwv6cuoMqPXIdRG+8N6SSRHGq6wiPlxI3wjsR7rUHFU9k5FyB7wEiUlxhVhWCahvdrhqddex579+9i6dY5eb0gSV3nwwDfIc8OxwwdRfkBhLFrHrK+v0pyaZ+u2HbzmtT/EsIAoiTl19ixnT58di+CvuuIK/uCtv8OePXv41N99ghfd9iKOHDkMvkBqRToM1+5zn/0sn7j770maE1gzxBWeZmOChw89zL7de4iTKt1ul1gKknqL9X6XG48d4G0f/hA33/UbrPYsLh2yc89uXvL853P3332CIyfPEEUVVrpttmzZQqPWDBVslqKUeMxJIhOOepSgpaBVS4iUIs3D4pYbS25CAeG9YjgcBoR7+YxpvSF9EqKU2MiQJlZYg7We2579jP84i1xcqfit23eglEAoXU4EfVBxD4fUqo0y5SjcgK5MtRpNZEYYJu9DxqXDY0yO1jEmt0gVjbU4o2a+MTk6Csr9kUleb9JGCSXLqs1gXDHu8YWcyzLMV/qN3pfaCLm+4MLL8USkaR4+xCJlvZNSrVapVxX33PNpmvUEJRKefO0z6Q0GFMMBvU6bZrOF947LL78shCwPe7TXOjz66KOoSCOdxCvLsDvEEMzk3nvq9XroNZbHN2s9caypVquAZG2tTaMR9EmjIUOaj+w7JiBsdFhgRsfF4EkMPH8pYpwALQpsUaAl7Ns2jfWK44urwXcoQwrTysoKd7zoe/j5X/5F7v/m1/n5X3gDBQZXOLzdzCkL6KTR5DvoxzaE3mEAYYmjChdcsB8lI975zndy6aV72bVrF7l1wYPpN6QM4Z4IGHYhPa70MVcqMYNBShxVCcHFJV1ElCJWQvDPCLI6FpqXm9yoivNeoKTG2AIldRAHl9/7SOztvUHLGKkVSka84lV30ul1saljstXCOMeBhx7k6queTK1e8OdfIQAAIABJREFURScxy8vLXLhvH52VNRZOn6HSrLJr1x6Wls5xbGGZW591Cwce+Abeew4ePMid3/3dPHTgmzznlps4fPgRtNb87lt+hyztAgIdJTz44IN8/nNf4sHDpzB2QKveYmVlmfn5ufL6Ooo8LCBxpYJxgi3VhOjEI/TPr3Dswqvory+xe2KW84MBrWrCartHLCUnTp1ix65dtNttLrzwQiYnJxmkQ4SXJEkYhhVmwGSrhfeWNDc0qgG3lRcpkQ6cQFMe94OoOwHCxlepxCXiPXyucUUECVKehxxW43nxc5/1H6cnB6AijcWCd0RSkFlDJEMm5TDPqEZB9OqlQGBKG43HeY+SEX6UcOXDtNSrUM2NsFPWhAwHhEMSPtjzK+eZnJhGotCxpChSFBKpSvGwK3t8scYYh5ZRudiVE0YHmUvH1UkorSWnTp3GWkulkjAcDlEeWhPT9Ltr5Bns3r2bSAmUjHnk4QeQWqG9IC9SlpfOkSQJR48dwhjDxPQENrfUa01ym6PiiCzPabSaoQqxIZ0rNwVSWLI8HzsUUB7bs1grUDKM91ut1qYeksL74JgI/LANj6oxZhwlp2SyadhDCaDscMNNN/OOd/0JqjaJ1hFFbvHa06jWWF07z7HjJ3jGTc/Ee0gHgfIhZJDphB1blFWxDMud16UGLiyElUoFRLCt1et1hsMhx48dK+nAAbiotd7AoQtBpDW2bCcgbGC3ESqx0ZEo6ATDA2VchlIxwrtAqpObYA5ejqvE8GOUu+HQkcZZT6QDzw8oe51+nDsRa4WxOZ/42Me5YO9+pqdnkTpGFAXz8/McOXacoii4YN9e0jSn3emidERjcpJKPcQczszMIWTClz7/Oay1JElEtZpwdnGJiy69jOnZeV578/X0Oym/+ev/HYehXq/R6XbYsmULv/Zrv8GNNz+b7bu2o5RgYmKCRqPBwYOHeMITruD88ip5aunlHXRc4csDw8v2XsRXP/BB5O5LUfVKkLx4WfZ8NQsLZ5iamqKzvs7k9CRbtmxhZWWFJEnG95bzlq3Tk+F+imIyC8O8IJISrUI+Q2aC9UvrsAz1+/1NvWU5BmwGoo2jGsVIoXHClqDPx/f6jqjkokri53fuxJONJSNREiOJ8MZiZTBCj4z6ZrTYCYErDJHSKOHQStDNMuqVCVIbMh+9E2ivkDhymxMpSeGGSC8ZDoflrhOIwEqFndyiUDKAK7HgpQjHOBceUFUSS3NrEc6V0pWCLO+Hise5centvEHLYI9yLuQ0IEI2q1IaLT1pkaKJscKiikACKVyYRGED+lwn4cYQLliKvA1HryiKxjefEH5TWIob65dG1jhjDHFUGYszYVR9huOhFKUmznuUTIKzYzAgietopfB+06ZhLV5ECFmgEUgf4aUpj/qCXdv38rKX38mLbn8Rl1y8jx3btyJkoBkLNsCco5dzlNVziaOSAlsUKOmoViKsc0RRhadf90xuueWZvPoHX8OOnVuwbmzRLbM9SvqFCth4ISTGhc8gzwsazSlSF3ptIdYvaMN9KTD2qhgbwr0vPwPCBqnVxhSwKAriJAp8v/E1GZ02gjxnZEsc9lP+80+9ngMPPoIRlm1btlKv10kHA2rVmMEwY35+C9/41v3c9oIXcuDhR3B4JpvToBxklompJrW4yskzJ/nmAw/iRcTuC3bR7qyiigHvfOe7eNWdd/KtA/cF0XpFU2QFy0ttPvnpf+DRwyfIbY6UmtNnzgQfcaUS7v8suFzqrQpLROw0Qx5859t43ut/hnvPnqXVmMP2B7T7PbZs2cLq6hpxrcri4iLzs3PMzs4SRRFpNiSOYxqNBpEUmGKIcwGpPzCGRJdBR6gSARamqdaZ8Sa6kdOaju/R0JIwJHE9kLGxpGnKy5//nMdVyam77rrr//Wi9O/9+pVf/uW7up0eCs2gn2GzYIgXLvThKAcNwgukU8G2ZX350DmcNShhMXnOZKtJr9MhywcIHxj/Jh8EHR0OpApHEEDHVXIP9XoDr2JU1EJFdbyqImUDndRRUYKKE1ba61zxpCeyvHqevCgovMXaMGe11lEUOUqEh3WUERomfw5VIpSUCh+o9oI4Vlibo4RCikDdVdZTOIdUIYwEa0E4GvUa1rhg8fIerXSoGJB4L5EiRDR6YpASHSVEKsE5Qa3aHE+gRximpBKxeW9TSiJlOI45IXCe8ZQ6SSrBqI4CpcJEs0xlUsgxYFkQSMPeA16wtLhEJDS7du1CKsHZhVMYY0uJAQT4gkLKqNy1FR6BVAInQXpBpCRCgs0zKlGV1ZUOtaTOL//qXZw6dZpzy+exZuReKfulAoTQ4d5RMUIGf6oFVBSVgnKBVLo8LPvgpPECL2W5kInxRuYc5dEKEGGTG7UtjAmfaWFyZKRLDaYMEX9jpL2gUqmyuLLETTffTKNSZ319le6gT6VS5/TCAgcPHaKfZuzadyHHjx6nXq2RxBXWV1dYXV6iNTFJp99jYnIKU8BTr3saX//q12g2mzztadcyPTfLhfv3c8utt/KeP30f09MzDHodoiiiNdnik5/8FNu37UKXlVa1UmHb9u2cOXMmVMh5H4clzxxbXZuTLuKZN1zPg+9/J7uvup6VQiHyHquDIapIWVjv4bOUmZlZOp0OAFPTkyAFsY4RUlCYcES1CLJSSWCsDTRik4/1rrrMFZEyFB2j/qyUYtMGHUjWyNB/LYxF6oj3v+dPzt51111/9G+tL98RBv2ZmVl++qd+kosvu4ornvg0rnnK9Tztuqfz9BtuZHl5mWw4pCj6WNMjzTp4CpwP7LfAjQ/KfYfg/PnzVGoJ1WoSVPmRImk0UPEEUk9i0BgnUHETZEK10mKtPQg2KiGw1oAokLogz7pYl5Y6qITzi6vYoiSd+JKAUeRBu6MUqoQ7ogKK2ongMkiHOaYIU7kkScitodsf4BwURWBpjR6cyWZr7EhQcUK13mQwDLKV1tQ0cSnknZieYnpulsnJKar1FpMzswDlsSwuTf+KQZbT7Q8prKefDimcpdPpkBfpGHHtfGjkurLaHCUz4SVxVMFYH8ABec4IgxVgj2V0oQzp50JqpI4ofMkAszknThzj9he8EBXpkgvnynR5h7cuBNWIQPQbaR1Hf4YcRQ+G/matVmNieoqzC4u87OWvGPfJRpWqkklgweFK2nPpe1Q6WJCkwKT9kuMXiBmokMq+GeQQenbBMSOlHGvANoMLlN5IEAungXJw4sGbUBXiRlkehvvvv4+FxdPUajWmJiYwtuD0wilmpqZ4/vOey8zUJKtLyxjjWGt3KYqQ5Favt8aE4mMnTkAkOHz0cHCmDDLOnV3kwIEDPPmqazh+/DStyRmEUKhIo+OIwWDAfffdR2uqxXq3QxxX6PWHLC2dZ+/evQwGaQmnlIGKLD2t6RlEXOHQw4+Qdbt4l9Oo1ZmYCELlubkZvA8Yf1vkrCwvUUsqQUJSnq5cEfpsUglMkaPK3rUtRjAIMdbE5lnIeRh0ewgHeTZqO20a9Gk11oEWWY43j/8E+h1xXJVa+rnZKbyPQYGOgndTq5jcZDhpQ8+uMOPkcOFFmJ7JCEUwWEcyIrcm6KOcKPnwDi9iPBtWpEE6DLINHY21almWjh+yMZWDILTVSfj7vC0QAopSOiClpNVqcebMGZIkIYmrWFeAFJiiPDI5F46ibpSr6umnA5QKR2GlAmZKelDlblatVsdK8smJKbI8Jc+KYH8RBmc2SCGjh3H065H6PBxdg4xmxFkL4lX9GOpIGOjokhghxjDF0XHblsTYESzBe0+synE/Hm822ggjq5gTDpdn7Nx5AXt37eR3f+e3ufqG64krFbJBQVIRZFlBXKmhlCDR1bBR2bx8CDwqiinyMHXMsgzrMpIkYnpikr279/Km3/otnvikK5mZm8XZQCR0FpwqJ+iuGL+PABUYYvHMNpoIJO0siKw9+dguJDZN0gOJdMOaNOobbcZ9jUkZ8rHH79F1sDZsIlqHtkF/WPADP/AamrUqC4tLzE/N0F5ZRdYrbJnfTq/XYZAOmZmZ4/zScskHbHLgwYe58bonsXz2FFu2z2IKR6O1g3vv/RpPuPwiZmabHDjwEFu37+ayi/bxn378h9ixI7hNuv0+zit+/ud+haWVNlu3byu5diF97dy5c0xPTqOUpNPrUp9WVKMZ7PIaB+9+H7bwXPay17DYDUE9cb3KXK3FWtqnu94OnmdjeN7znjeu6sZkHe8xefgcVCXGZQVKi3EsAYxAGkHv2Wg0WF5eptFoYPwGkimOgxVx1H7RWpMby8te8B9o8KC1Rjcm0Zpg17ECL9X46OcJAS4qDuypLfPbWFxeYnp2ik6nh0CihKBVazHIB9STOp1OB2NBRzHVajNIRfKcQTelWqsHka0txvqziYkJBv0iYF60DswxmzFCpyNARRVwFqVCT8D7gG9utVoURVH+ni9DVaplb0iWfLawkDjvaVSbKAFFyUZTQgQIYGGpVgRJJWE4CCTZ9c46kdZEURKmhkXOyJfqy4a7cwalE4oiR8cKUzjiWIceY9l0iqJQ2Z47u0gch/7ezMwMQvgQQxj+RrSONz2woaqzRRHCb8oHfiyyxpd9+g2h9uhYntTCNTl68hSnzy3ykz/2E9x/31c4d/QhBsZQmZ5k6459bNu2jT179pRsPNi5fZ6izKCNvWByokY2WGfbzn08+anXEid1Jut1vvzlL3PllVeycO4sXkqscwjtx0xNJaPSJWLQkUTKGAn00wJnPFFSwfgARAjfdzE+ogIIGc6nQY4S/MMhVAiEpKSJQGEK4qhE0YsYhMG6HOXrY3mKUhHGZ6TpAK0lR08usGVr8DTbuI51OZ/65N/wxKuuRekK/W6H86srFEXB4WNHcD5ieb3D0uIZ3vzbv8GXvvJ1PvnZe7n5lmfw95/+FDfe9HT2XnAhExMTnD6zyM/97C8xzPs0qg3W1taY27aTYyfDsODkyVNMTk6SZQFNH+uIarUSVAxxwlDETPR7rDWaPOEFL+S+t/8+80mF89YzpYesC80w7dLv9MdDrJMnT5WTUhPaTKN+Lx6hZOjX5XkATFmBDP2BjQm690RRMu6RD4dDhB4lrcnxlH90igiwh3815fSx68v/l0Xp3/vlEcikii2DMCgrIG8tcRSRZZaKdBhh8cKMK5Hza6uBlyYUUijOr67gNQy6XXQckVQTitzQH/aQEqSuUG1GDAY9RCrxLieSUZlilWGcJYprWDcMH4QSmDxHEdT33oYpE7KgUo3GoL9+v4/U4aA00vlYa8vQmY0cBggLOtZhvcWLwIhzZWaB0BJVBJRPlMQUaTA1O+eISn6XVDo8aEKEJCQvESWzrVqtktqw43X6bWwWnvjBsMf05AxSKG6++Wa2bdvBlVdewRv/2xuZ3zE//n6V3KjWhJSlGJPSqsSmPxvhc4Lif3S8gzAFCNq6jIVejyddeSXDYcGP/cgPItz30T75DfpG0JiYZtiXDPOMuR3bGOaClaV1hoM1+oMui0vnqQqN6a9TdM/z2b9/mHu+8iXOLnU5eewoe/fv5fY7Xsq7/vhd5MM0bCBuA6s1qjSlD7q4SJcTZGeDta00+jsHkRQlr/CfOm+8A6E3JCUjEARilB43Epo7EOGhNAjipMqgyNBK0O92iesJE5NNjp04yuGDC5xaiOmsDYgqU8xOSq64bB9b57cwzC0LZ05Qq9WCzEVqpmZn+MpXv8bCoW/x4z/2Ezz86Anqk1s5v7KMijQr7S4ztQbFMKUoDEnSIKo3ObewQLc9xMhVmlPTZHkxvhbdXps4jpibm6PdWUNHSciNMJK1tWWWooQLWw2mpqaIywXn7KmTVHZfCEnIhXVlxsjYU27seHEKjqQwObcEl4w3IXyncB69qT0gZcB3hb7wSO8oKXKDSsp0MxxYj1AKKf3Ysvh4Xt8Ri5wQMuC3vcVKhQotbayy5HlWSg8E0lrqSY0sy5mb3sJaZzXE7xmHdB6vVZiI1SoUucGkIclKighTOGxRIIWmEicIL7FWBvmGVFjjqCY1jLMUXpJ4iVYJItYY56gnFbI0D41rF+xOuCJMQXU9PBjSjkWkUmkcZnwkFMKPDe+BVaaI5MbxRziPjgVWxaWWDXTp5IjjGKUlUsc4Y3HCkGYpWZaN7VuVSpULdl3Ezt272LZzBxONJlNT0wCsrJwnHQyZmJhgZWUl9BJTw7NufR6Hjz5Clg3Cw1kudKNgYVt+31KWurORDc0HI7UWlDo0DwoU4bjnpQgC7Dyn1x3wkY98mNm51/CqV7ySbVvm8CocIZ0JYSpZOUG2uaeqY3rdNoXNyQqLI0y+B1kPKQU6qnDLM59DPzP89E++jjf9+m8wNTdfUi5K8IKXxEpT5H0QjP2SwQfpiJIAugyLmsf4ICjfQHSVwm8fsEijxcx7HwYj1pNlw7G2azDsU63VghLfShKdMOytUG80qdebLLTbFIMUqSPu/8YBpiamKFaO8/0veTYf/8yXoXItiyuGIyc/R3N6K/UkZmnxPNVaQnNyApDs2LWXW552FcPeeQ4f/Abnzp3nh1/7Ayyv9snWuwyQPPTQw1xx+ZW0hx2GwyFRHNEbdFGJRpb34uLSOSZnJslKGm+jVufswiIzU1PIOKJVreArVZqijkgHXPmMZ3LP5z9Bb34/07OTSJdyfmHA5NwMg0GfZq3J5ZddxqDXY4TJV0qFTcOFjcblOZEssV22zDh2m9tkG1pJpTYKAqUhLwOrrbXE5QAo6+foOHnc68t3xCIHAhUlgXxBKElzCrSIiNSI/huM2845ijRDl0dEX4SbNY5jxkEXpaA1SRK8k6i4bFgWBqklOk4CUk5FIU/SGLxwFEV4UGpaYYsS1WShUYtIh3loNisQLjSaZRQHxZYXSBEWIW89Xlpyk5MkFaw1Id2+KAL5VxFsanmQs4SbIgokaKVJh0PiqILHUhQZ/X6fOC6Ym6syMTHJjm372XPBLurNJsI7pqfCTvzm3/m/eeTgAa674QaKouDEiZMh+9J4qrUEVT6kWutgjSsKnv/853Pfm+5lenqSXq9HtVorK9CgLfOEQYaxtrTqBPG0FOHYrXWEIwwRhLUgdFnJgVVQqVY5cvQwc7OzbN22i5/46Tfwu7/3VoZZShgujBTtJUJbln0YoTFFHnpdOsTueV1HaI21ho998u946lVX8+G/+CCuDM/eTD5WCGwpq7EmLKBiRMSINMZvCMk3e5xhA+o5WgDDr0cV3uhfkOMj/0jI2ut2aTZKXVihWV1f4pLLnsDq6jo6kiSJpt3rstpeZXrqBlK5m4985PNcd+1eDraHtDspR48e4vaLL+Pzn7qbnbu2sWPfEzh2dpEzp05w7TVP4cziMpdevJ8X3P5Knnr11Xz+c59h776L6Jf91tnZWdbWV6hWq3gs1WqDRqPBsN+nVqnQbrfZt28fi2eDe6LZbLKyshL6as6xfm6RHZFCeIfyHU5bzdatl3H8429i//P30RZVqmZAlmX0BineQzHIuOaaa1lYXCCubFwTYQVRrTKGUQQLyga6frNHfdQf3uwxH0UZqCgOQwilSPOMKI6JqjE2Kx736vIdssiBMwaPLyUK5RuVHu0F1hPi/oSjUqnSbrdp/z/UvXmQZFd95/s559wt18raq1d1q1tq7WotCCSEkDCLQVhgMMZmtd8YLzATHtvjPcZ4xn5vLGOPbbDBBiPAgFkNSNhgEEJCEmhfW1JLvam3qupaMyu3u5/z/jg3s6oFY2siJl7o3YiOqqzKrpuZ95zf/S3fZW2Nkh+QmdP9VC14cF1deMBrHWCWBgRwzw3WtdawdCJL1cotrEBZSIDjBhhT9Ka0tmKVxR0/yzJc1zppGWGb3ZY5MDDLthctLqhLWZbZxmtmg7IS1ufBTlgTlpfaSOmQ5xHVahnPLXPx1ZexZdMmyuUyjZExZqa3ESd92u02cZRw+PBhpJSMj4+ztLLM9PQUs7NzbN68mbDXJ80z0iQi7od0er2C9ZCTJn3KpYgstWoPg/cjhCDNBzJN6+wDIQSOXC/RyPMhNUti4RcaCgzJoNwDqRTVapnHH3uCV77ylfyPP/kTUj3gCBQTTJNbeIwd7yJlZgVGjYYsL6TfPTA5ibZqvr12h4NPP8OrX/1qHtr3GAMDcaUUeZbjKIt1zLEg0/po44cC2XM1zMSPqIA2ikWsr7N8KGmFUcU1TC12zvPIc8PoSJ2HHvkBUa/PaKPOWjunUhtlrbfE1Vdfg5RjrMw9xvbtJQ49OMv8qZPUKw5f+exNVCoVXvu6n2XuVJOffcMNPPH4Q5TLVRZNzrET86yuRhw8eITp6U2EvYjQxJSDgMmJaeKkT7O5iutauf1qtQraUC5VGXg0uK6L4zh0Oh0qpRKTk5MsLy+jlEPSjQjqZZLWMqkY4VjSx6Qx44HPqdRQq/r4dd/e8HG55757uOKKl9i+WcnDlRbCY4yxQySD3ddaI4ZT7PUbx1AM4Tmf9+CzHrBMNGJozB7HCZ56/sCQfzfICSEC4E7AL57/ZWPM+4W1G/w8MAY8DLzTGJMIIXzgH4DLgBXgrcaYo//2OawsuRWptBq/flHm6SJYWO6goB+FQyR+kub4hdb7IE2uVCokSQbYSG+blgOviOLQhjDq4Xgl68pdwAB0FqOzBNetEKfgSG1LYWnQpiDhFx/8AGohpSRLM5SyE0bliCGa3xhrABPHCWiL8+s2u5TLZcq1OpPjE8zMzLBt2zamJyYJSh4YSb/fJ81iVpaWqdfr9Ps94jjmkYceZc+eyJqsDMniCZVqlete9Wpuv+1WlpcXUZ7D2toaSIkb+AgDE/UGrbVVms0WU1OTLK8ucWJ+npmZGZaWliiVfRuU5fpE0k4cLWBWC8sYGwCOB94NjhjAd6V1QTMSxwGd5WQF3azd7fDggw9x3nnn8eyRQ5yx62zSzPZxyDMsdNYGWalsmSyViyhKSmGkxXHlGb7nUalUeObIIYJKmY9+9KNcfc3LUI5DKgpgrmvd15WUuJ6HXykPA/hGn9pBQxt+WAnnR+yDYaNcSgWFaYs2pqAhBRitiaI+A8+OsicR2iBFwmi9AUKwfXozawuH+ORnPsOLr7iMk89qzjrnQs4/91rOPXMHf/Ynf8kb3/rT/NVf/RX1Up1zdu7k1PE5mt1V5k7N0ul0mFtc4s47NCtLC/z1X36YI7NLzM/PU681OHz4CLt27aJcLnPs6AnGxsZY6zZZaa4yPj5Ov9+nVqtRLiTI6/U6YB3fSqUy1cBnsRNjuh3MyBhJqcGezRM4noOvczqHnmH6zOvo9xfIkpQtWzYzO3ecarUCSpGlgxaHROr13pkwDNkj62wbM7wW6/JqAi0M0lisbK7tcEhohaesl64jxDArfD7H88nkYuAVxpiusCbTdwshvgn8OvAXxpjPCyH+FvgPwEeKr01jzG4hxM8ANwJv/bdPIXC8gCxJhj0tXSiOGi0wIh2CL0WxgPphH5PnlGSVNM+RjoOjFEkyUAB2isVZqBboZKgrJzyJYxy0znEcSx3DCFzlEKcRUuQo10frBKXA6NxyWLOEwK8y0KjL87zgfzqkaYYuJIZ9H0ZHRtm8dQs5OZddeDn/9OUvsry4wB/+4R/Saq0O72D9vrUTXFpaKoClFgLiKodKUCKLEw4cOMCmzeOUK55dtGst28wOAuIkQUURo6OjdPt9PvWpT/O+972PthFoR9qJb66RWDrWaGOcftilUqnjqIC3v/2dfODGP6UUeEhHoqQi0xlCnK7dp2zIOU2Nw36+Aj3I2oSyRa4WUHh0JknCAw8+zEhtils3fZfXXv9qnn72RAHgBlFwggGMY4G6Wqp1GXwhSLE4Pimt5Z2RAhzFjjN3cuzwEebm59mx60y8SJMK+1qVkAVWjiEEZCAgOnj9nmd5zggLZt5YQj33GPxumPVhJYyFyJGFzJeUUKtbnKPOJVHuYLQi7OckcQcjNJNTm7nju7ezfXOd40cP4fgNEn2Atda98BNvJtIhn/vcx1CuSxzHfPfuO/jKLV8hqEicwshImRTHF4xNltm6cxuZ8Jmbm2Ot3aRarZKmKbOzJ/G8gHa7S7lUpTEyRhT3hxXO3PxJC2vp9VBKMTMzQ7vd5uCJE0xs2kbQmGY176OQVLecw8ryHPXNuxCjZ0ApYvn4MisrK7z9be9kba2DNgLSghqINatWyu6xAU9WiPXs7PTPdf3nwhEIbdBG2oTHCHJtiLVVv87zHE85JPn/QXNpY49u8dAt/hngFcCXi59/Cnhj8f0biscUv/8xIX5UIfCcQ2vrRDU0rrGLXznrd9YBNg3Ad13GGqPkeU6pAGNag1pL0LbYL1uqykJRZNDEj6IIsFkIrN+9hZJoY23+rNKwFeYUyp47qJSHr2fYB8o1URRTqdQ4+6xzuPSSy7n22mu5/rWvZ++Fl3DVi6+i2+7RbrepVsvMzp4YLq5Op1P0HgpYRkGuD8plhJL0IjtKP++886jVRti6dSsnjh7DdV0qRT9FSkm1WkUIRT+K8TyH+dk5lpaWrJ1eGLG6vEKz2bRBIrFClKrYMOPj44yPjxMEwZDiZeEmFsIzcEjbGNQGG2XjMbjCqrg+Qq67MkWF1eHx48d5+9vehiMkJc8f/p1BABnmhNJmjAMz4gFMxhHSqiunKdVSmbm5OR577DF2nHHGELM1/FsG0GboVjbIvgcZ6GCNScTwvP+rY+O0dd0iszAlL7K7wdCj1+uQJBFSWRku37fv0wscJFYEwQ8qeKUxqvUxorDNsaOHmJ09wYf+5q84fPQApxaOc+TIERpjoxY3VrM9tjCMAVVIGqkh/nGAe8uyjFqtZlVohEBKWFxcBKDb7ZJl2RAyZUHJtoSfn5+nMTbK5s2bmZiYQJARZzlVzyPpthk942xWZo/TW2sRCY847CGBmakplpbnMEQYskLoojDoVooksWYz660AjdYZQyhi0doYlK5a64H/wEYXAAAgAElEQVS+xBCvmQ+v6bpMf44Zcoyfz/G8ClshhBJCPAosArcCh4GWMWYQTk8CW4rvtwAnijeRAWvA+L/1923vKh+WSRtTWgtWXbfbk9LBF5IARRZrCxiOMxzh2EUrHPLMkGfW20GKAihbjM7zzFAL6ihTTHFyS8TXWUwSZ3h+BeX4kFmp5TS3qP4kAyl8KuUGZ599LueddyHXv+6NvPMdv8DbfvbnuP7Hb+DSyy7i3PPOwhUuS4srdDsd1lbWrEmwElSqAcbkdLt9q5CS6SG7IaiUcX0foyTNtRb9KCIolwqoCfhBDW0UlWqA50jCMGJsagrhCLphnzSWnHPWebQ6LR56/FHq9TrKwGitxszkDLLok4RRFykMyyuLhFlEmMRcec3VOJ5LKaiBcYmjHIGPFF7hSzDY6DawDXT9wbIIpLBqrc4gWBiBdD20FKAkjUYdnccceHI/17/uJ1mZX0CbjDSzizqXBW9V2uxLGoprLQthT4bWf/1+H0dCFEXs27ePex98gC98+rM0F5bICqApAENa1vpQYbCuYD1LHdxUBwDqjT24H9WPs+BoO+FmoAqFRBfrxHMkni9xMLjSRRirN9fvdwmCgKVT86SmTy+BJMlw6KHp4QfgOBGj4+NUatPMzGwhSwy7d+wiSxVJ6hL4I0jlI12HUnkUJQPq5RIl36NetUo91WoVK0NeZWy8wcymCSsrRU4YhjQadjhy+OAhOp0Oi4tLCCGZOznH/v1PE8V94k6H3BiSfh9lQGw+k9lnniQIl2iMBBx48CB7917Cq1/9WoRbIjEuWjo4jiwyNmFl75VEZ5okSW1PLbchR53WTzNWjFbbm2DYizF5kdhogeMHGFK2bdlqISgGklST6//DQc4Ykxtj9gJbgSuAc3/U04qvP+rsP1QDCCF+UQjxoBDiQZ3nDGhVspA+HmRymbaaXoiseC3CNvkF5GRkuTWZdRxnqBk3mNZsbDAPpmooWYhgWlyZ5/mALWMG8znlaCqVKlu3nsXei67i5S+/nte99if58dfcwGWXXMWZO85l+9azkMJlaaVFq9UiSnukac7aWod+HCGkHTisdTugNX7gISU89vijgKbdXgWy4WZqt9v0+31LF0uzYdYVRTHGGPr9HuVymeOzJwkqAUE5QBXDgCTq0w/bXHPNNTRqDfY/sY96vTYE7vb6naLnZgiCErJwR2+U6pw8eZKXvuRK+r2osBq0ChBC5kVvhYL24yDlepMebCZEsaiNFENYhuXemmEfNM8NTz6znzhLefShx23WMdB2E6JgUAz6bwxxg7DROtLSfKQBKRyk6xDFMadm55BKceOffYCyH9jFVzhuGcFzPHzX8W6DdWFtHN3B2Qbr/Ucs4Q0lK1i8pBnYM1qAq+sqotCCbNMEjPGQToCjAgK/RpwYnMCl322xa9sZeF4dLRq4qo5SHkHJszcW4QI5Tx/Yz63f/gYAvmeNWxQeStSRKsB3Pe5/6F4qFRfPta+t0+kwOtogDEO63S5JkrC8vDz8DFurzcJoaMJmdnnGE0/uZ2Wladef4+MX2Luk12J6pMpDJ9ZwuivU3DL3Pz3LXbd/htXlJbrtJcLVeZKoSbuzYj/fDTpw0liT7sCXtJuLkCWoPEdJTZZoHFUiJyfTOXEYWTuBEZ9PfvImXL9KpVZj57Yz+acv30Kn0yEFwjiBLEWQ/8hr9KOO/y3uqjGmBdwBvARoiKGyJFuBueL7k8C24o06wAjwQ64TxpiPGmMuN8ZcLh0HIXIQKRZlT9EPE0hj2QyWU7i+QK0ygaV+KSnBpHiO3KC8YZv/StkNAQzLrlgntNpNms0WRrg4KmB0fIpdZ13MS699Pde//md42VWvYPeuM2k06uQ6IUlTVldXyU0fbVKiuEMU99g0U2etvUIUJvS6IZ2epWUJ6ZDmNlj1Yqsll+c5s7OzmCzHlS6e4+BIaLdWUcJgyIYelkmSkCQx/Tgs+j2SlaVloiii3e6ik7RAhkuCwMd3Fa5S9MMuCM3U1DRGK5I4RziSTtgn0ZZ/GoYhWsBav0untUa326XT6SAcq8tvpCBDkA8GDmLQi1r3kxhimZSyJQVFNiQlUbbRT8NKHB0+dpQwiXn4vof4n39+I/MnjiJ1Tk5elKXrA4CNtKCN11sIA8ohKXo2fuAiSw533HUHP/dz72JtYZlaoVMGGwagGzKx53JUgYLDawtXGxnX19lG+tHpXRdbrrqOgzax/acztAAlS6R5TGZi24KQhjS3g4+w08NRiu/d9m1qJY9cGnpJn0qlQsl1LNgdO7Qp10fIhMOePXvwyhVyYU2pZeHREcU53U7E7Mk5S+HqtHH9ClE/YXV5mTCJyAooRpqmbNu2zQaUOKZWqdLt90jTlAsvOp9DRw4w0qjiOB5hGNKPE0quR7fVJCuXueS8PZyam+Ort/wzlUqFyy8Y541Xj/DOH0t41zVzvPPVddYihTIJOo8xKKQ2uE5G0l/iTdefz6uu287LX7aHc/deiglqKKdKv+PQ7bQYHavyB7//2/zab7yHs8+d4uYvfoZPffJjzC3Mcef3b+epQwc4Nb/G4mKXVGiOLR/7NyLV6cfzma5OAqkxpiWEKAGvxA4Tbgd+CjthfTdwc/Ffbike31P8/rvmf3VrHJxj/VwgbPlqFR5c66hlXLvAh+KUhS0dOXleTGqcDJNaEUTrRo+d5gAiF5AYcDUqA4Xh6pdcxeTYFP1ewq5du6hWyywvH2d58ThPHFlleuuZpNoqTHieR56l+I6HMZpWq8XIyAhpkvG1r36Da6+9lna7heN7dtooBP2oZ+EjYYIpCbZu3crjjz+K42TDIJZmEUo51Go1siy1ZPGksBqk4OgVDkX9fh+k5aJ6nsMzz+xn86btVLyA3GRkBkqlgCTWjDUmaTXbZEmKcqBWrtCPczphRDXwcYWgXqqSdWMqlWoRVJyhT8ZGZ3OhDUbYdoGlMmmktFQ7YwY9tKLvtSEgwOlCliMjIxw4cICtU5t5w5uuZ3R03DISCpaIlZDC9lrM6TezjYHJPkVYAwABc0eP8+TDDzP/qlexutbGL5eQrlcojGTWjWMDFOa5gRMYTvakFKfVHKcNGorMxAxKX4sShqIsxUCOQAjbepFKo40gTWOk8LDVfUS5WkVnHmNTPoePHWBy8gzWmsdsUz2t4jl22i+U9d/tRyE6bdHvthGqjihEPmdnm1xx+bV0uinTMwFJ1GN0fIIsNwRBgM4STs3Os2nTJvp5j9GRMRYXF3GkYnJyAo3BL5VYbrVwHI9Op8vk2CieBK1cRquaPj55pvHW5nisfj5RyeX111/N3EOHufGDf8df/8UHOXFiFyciRbsTMllX5EkJnScEaIxOmV/R1Md38vlvHOSCbTVGg3m27xhn8rzjjI3kEC1xcmGVmZmYN76iwV0/mOPmz94CvuTCCy7lnu9/BxP2aWTL7L1kgc0zNR648zBvfuXr+a//VlDZcDyf6eom4FNiIPUAXzTG/LMQ4ing80KIPwYeAT5ePP/jwKeFEIewGdzP/LtnMGDvpIOmcI7vW9HAYSlhHOupYAxCldA6wxM+SNvEl1qiCRmbGCVcaFGvVwFJEHhoBZ1Wji4oY8IJ2H/gEEvjXRqjdZ5+9gCl8gTSwPiWXVQnN3Po0GE2bT6TNLPlhxACg4Y8o1wOCMMenudx4d4Labdbtl+TWP21wLPZhFUGdsmyGD8oWa6q0CRJYr1N84RSqWQt3KSLdlwyk5GlFrqCznBdt5AId0iSiE0z22iMjRaCkhlhbLGDJSVptzu4gU8mch578mG2bjkDbSAJY0ya42iNr6zibxhHLC4tMjY2xokTJ6jVasOJ4xBvVkjeCGnIs4EMuBWGzFKbcQ8a7lJKdJ7b7LqAlRhjhtCNkh8wN3uC1c4KwnH55E2f4Dd/+3foxQma3DqQGQs5tkttHTi6ntXlRa8OLIfK4fj8KS7Ski9++Wu8513v4vZ77iDNrTgBKIR0EDob/q31Y6ADqKlWq3Q6nfU+o1kHlW/k5Rqhbf9twxBGCMvhHajIDOBNjnCRwgzNvrXRSOER9nO2bJ7g/M27uP/++5B0mZ45k5XVVdqdVdwCBpWGfTzfYfuWrbjkxEsgaiv0dMzYyAyVRsL80jPc8IbXUa4owtCw0uoTRitUayP4tRHGy2XiKCUISiwuzuN4HiOjozSba/h+QBJFTDUaBTYyZy1MWTt1lPGJMdaaHS44ZxP3PXIPvqP4+tf+kYsuPo9eP6IT5vzCm36Pv/nU5zhr505q5U2MSJek18MID8cNiPKIkuuxqeTR7a1RD1y+/8A+xsYa/PP3nuCMXbvJdE7Sm2Rq8hz8pYQ/+u9/xmrH54prrucHDz7BgcMn8V2Pt77rPfz9l2/mLdGbUXQ4Y8fFfPORtecRuuzx7wY5Y8zjwCU/4udHsP255/48At7yvF8Bg6a2GEq+aGMpIXIjtE3YJrUxVrnDdX2SKERJYwGIrkBph9Zym3pjDMcNGB+dsgyGSoWnOk/x8uuuJQpTunE87P8grDZVGHbIc0M37BMnbXyvQj/sDdVOB1pX0ujhxu10OlZORwhKFWvKXK1W6YXWSMUPFK6yYOHJiXHq1RpJbEUBkiTB9ZSd4BqLw4v7XfodGzzL5TJSWhiBMQPQqsJTLnMnZ6nXG3gqIMYKHrpG0el0uOKyF3Hvvd/n+MljbN26Ha1zSl5Agg3WgywyyzLGxsbsXV8bduzYwcn5k8OAfvpFlTC0fzTDCetGC0Tbi1t/vDE7F0KQpDFjE2O0ux3u+8G9vOY1r+TIkUNMbtpq4QdSMPBR3ZhNndZXlRLH2TBEwDA+OcPi8hKOUnzgT27kwsvPp1SrFiBjbMZX+DMMxe9Y59tKaWE22QalkeGggkItePg+HH5UUTL4O4PvhSz0AZWdaw0GZ0mcsWfPuczOzvPE/oc597yzmZ+dZfv2OuPj4/zBH76f+++/n7vv/B6qCu/+ubfz5MP7WGsd4kXX7mbT9r3UqzWOHN7P3XffSZbZ1x2Hdlpq8Gi1O7Q6bcbHJ0njkDDqoZwqQrr0ej02Tc+QlDw6a3Yi2+9FjNSrTI6P4yBYW1lhz86dPLXvSRoT4+zdeyV7L7yMP/i9P+L/+vm3ctOHP8r+Q8f56le+zs6duzlr914WFk+S5BolAhyhMXmCo0qESYafWaByqx9RGdlOlMFVr7ialdUl1potSp7HjrMvY9++J9h+xpXMH/gWD9z3A37lvb/F5MgmUG1cL+DvPvgZjp9Y4NEnnmC132DfAw887/jygtCTswQijWEgYW7FIp8LU4DBxC23arieixQunl/G832McihXawSVGhOTW3D9MtX6KNXGGNe+6lU02x06/XCD92MGRhD3IpIotBrpaEZHx/F9H1lM8WxwEHjFBHDQ4xi8lj179gxhCHEcD2WJsiwrxvYp7bUOYRgOUfGlUqkIFNaHoVwus9Zqc+bO3UN9ubjQ1TIFHWsAsbn99tuZmpqi1e6Q5zn9bscGYCnxPJuNLC0s0263MFk+NAH2PG/YjPbcgFqtNszcRkdHrRZbAf047fps6GnZ979+HQY/h3WPi9PaD8WhtcYNfFqtFsurq8yemidJk+HwYniO58SQ5waV0x5rO+Rot9ssLS/j+B4rK01KftlOTilUlAuYzg/31NYPJdfFFQbHxucPJrHPndYO1uSQCWJ/sf54wxBFKcX8/LwF4TbG6LS7lAKPhVMnqJQc0ILp6WluuOEG9u17gnK1Qeb4nDq1zFt+6gaUyWmtruD7DiNFtjc2OkKe54yO1Wm3W6x12tTrVfzAwXMDxkYnkI5Da22VWq3KwtKiVaR2fdIkpz5SpVwts23bVoJqjc3bt/Po449z+fm7+MgH/5QP3Hgjzx5fIBUl3JGtLHVdlLOZL3zuc/zPD/wZh48cZKVlEQTkGUq6CCHReYpUkJLRi3psnhnn43/7F7SWjrHvwbvpLZ+k7ERcftlO/uN73sylF+7kN37nt1hrrrLvoQf46Te/ni9//iYuv/RsPvXxD3PomSfwREzUX8D3Ms7asYnne7wggtwAQwMZduKYY0wR7LCLST1nYaV5XvBLPZQMqFUn2HzGWWzZtZvJ6W2MT03SGB/DOILltWVm5+bo9ftkOiFKeyBSMp0RpzGZ0KTGTgfTLOHgwYOMj45h8pSyb7M337FlmXIGgF+fNE6o1gKOHjuCQOM7ipJnyxTXEjxt9qEEjdEajUYdP7BOV+1Oq8jSLKwhDENq5RpPP/00tXqFKIrQuSCJc+I4odVaI/ArhElKvV7n5MmjLC4u0G13qFXLrDSbpEnO1NQ0ruvTWlllYnQMpRSNRmPohpSm1pQnivusNJsksS2PZ2ZmGNjqZXGCyXIU65p1MGAKFOR2KTBYVy+jNVIIHHW6NsQ6a0IM8YkHDh/kkcceZd++fbzzHe/EU0WfzxT0MLPOa3zuNHQjBGTwOEkiDh48iFKKf/riF7js0hdx6tTiaevruVCQQRltndmskOfAHWrw+0EvboCvG+Ais6Ik14VKLUIMM7lh0BPWDSzXMRJDrtNhxtjt9zBAUK7QjyCMJKWyw/Fjh/nYhz/IH7//93nZVS/ilq99geNPPsn999/Lzl0X8Ju/8psE+SKd5iFGa3XycIXRmmFtdQEhHWY2bWFhaYXAt0yGtXaHBx+6H8+qQOD6PnGqidPU8rV1yhk7tpGmKZ0wZnRymjzs4Kcd5g8+zL9+5mOcPe0x0ejx5x/4T7zs6t3se/hfefU157Ny6iD3fP8H3HXnbYyNjTEzvYV6pcbM5Bhj9RozU9OMT05Qr9cYG5+iPjqBUB7v+9Vf49Y77+TrX/8mt9z8PQ4f73OsW+VXfuW3aLZTDjz7DJ1whb17L+KP/58/5+U/8UZE6SxuufUpbr7tPpqhgxZ1js92+Zt/+JfnHV9eENzV5yLN1zmGluwN62oduTH4jm2e+75Po1bHdTxUqQI5eMInF5p2u2UDjOujU4NyYcuWLczPzoO0MASknWhKKaywZWppReXAY6W1jBROAeJd79kopXBdK2hZKpUQxpAmKUbpoSjAkBWQ5YRZH4zDSK1MyXfJ83Kx8Rli5DzPo9/v4XsOtZpPGPYBSLMIqawtY7VatfI4js/k5DSLi8vMzGwjSWKyLCONY9I0pV6fpl6vs9qMSJKMY8eOs23btuEmHQBmXddFZuu9pGq1VghuWo/LjRvdXguLTM9Sje/6FtSJwuS6uE7FRh9cQzag2IUgzTI83yrNRFHCHbffxfvf/35e85rXIrGWk7qAZwyyrNPPfzrodgDedoxgbHKM+x+8j9FalY///d9z6WWXUa83GExAtWaYnT53rQ3W1uD3g0HJaZlZcQzOnWt9WnbwXFCzEJJ+FCGxQpBxZG/YlWqJarVCpxvR73YIgglec8NPc8tXPs70xDgPPfADPvGJj/MT17+ePOnw2D138fM//Qa++s9f5R3/4e00xqaZW81od1Kc8hiLK6vMTE0SxYa7v3sHL73qMh56+GkwDsbJ2TSzhQMHj7JtxxZqpTKVWplWu8PBw0cpl8v4y8t4GDZvmuaO22/l9pu/wJXnbCNst0C6jI1PcdY525maqnNqYZaRSoNSMMKpI7cwe+BrLDX7KFVidXUVhIN060jPH/J3e70eK3NLRL0+pXqZp555itGRGgdWTqAczd13fgrvL0eJw8jqzpXtevr8P/4TjgnJoxN84dP/A6VcNm8+m0/PPo3jeDRqDa6+4mwOPfWd5xVfXhBBDgZKBG5R8qyrrw5lyY3Vg/ddK0jp+yWU64JS+OUawlFkwookuq6LRlMuW2Dk6EiDXr9Lc3UZgy6a5haHBnbxOirHcwRZlhLHIZVKCc8ts7KyQhiGBEEwLD8HAOU0tyV2rVYrtLWc0+76Wg8oRNCPUqr1Br1wgV4YUwpK9OOQ3Bi7IdyB0bShG/aQRhAEvu3dud7QfCZKQpI0JyjVqNQqdOc7ZJHlpyrXZaW1QrVaZW2tSb0+wvT09LCHOCgnB4OPSqmKLAYM5XIZIQxKDfwoiknmBuL7MFvRliWQ5ikCO/k2WBGFjaXccCBhDNKz5W21WsYPArSxGebc3EnGJ6YwjrV6HPxf+3XggKV/CNg7eF5eONnkGFbXWoyPjvGSF7+Y43OzDEi3jjPIymBjw2+dL2nXX1rgE9cZHpZVO+g9bvTXHWD1BZyWXQohrLCDE+B5DlGS2btGbl3lfN9n4dQK9XoVN/Cspd9Zezh+5CDbztyK63mcuXsXey+/gmcPHyCOMq688kq2b9/B0WNL9HspgbBtjDCMQWhWF+e48kV7ueXWf2XHjgs4cuQoXt2hXK7iKDvwKrke3d4qa+0ek5PbOPHsIRaPH+M3fvUXeNPP/DT9fpdHH7ibIOuwMD9LvTrC/uMHKFUCms01tu04G8+tsXxqhTO2TtMPF5gOI7QJWT5m2LL1TFQ5YGx6G0vLy+iohTGCqn8haRjRGKvQ7V3O7MmTHDtcp1S3IPFqtc7ammDzlhmeevp+XnPtFfzqf/4Kv/CO62h352mu9Cn5PguLj9E9XmX7jt0889h3OW/POc87trwwgpx5DjeQgUmLvQM7ju0vOI5DuVyjWqmjlKI60rDYNcT6G1EaIUEaOaSw5HlKuWzpQBavlqK1plRysRpYhjyNrImLBld5ODh0e+3hgo/ShDxJhzxI6x/hUqvU7N/1g8In0pZfvl8iDK3/QLfboTE6g+v6CAXNZhN3auq0jZMkdtKaZDlSKErlEkIL/HIwtHmLY0uTmZmZ4ciRI1aGKQhwfGvW0kkigpJPdaSK3/Qt9k1Ya79OpwPYTdjtdm0mV0zyPM8jS/Vw6OB5VqhzENwc1yri2oKy6GWi8byAAfWGYvPnA3mibL3PppQizXMUEiM1TzzxFBddcCFP7HuakZER2+srmvqD7G0dxrIOSVk3OSkApwVN1i2uRbVe44EHHuCTN32Ca175Cvt5Jgk469SiQRI3hL1oPeQ0x/2Q+uhYAfA1CAUYjdZFX1RIUnN633EAmzntEAal1oPyMC4byeLCMiMjNXKdsnDqKC+79lW4ci8zUzs5dvQR3vu+X+aqK6/hwKH94PpMT03RXOvxosuv4nd+93p+7dd/kzBPeeQRATJndLRB3A85duwYWyZ38qGPfJifefs7yCLD1FSTTnMJ3+zkaD9lrOywbaLCGZtydo1tJooifvkX38ruHdP0+zU2jTqs9su89HU30G6vceaLr6LfjQijiMcePsjm6S53zD5Ivxfw9KzAFS7H5x5kYUkyufNiKvkxlp99lGrJYXyqgRLQ7SkiqXnTz7+X9myXJMrxApfbvvM9tm3bxuUvfzGH9x/GaHj3O3+R+x9+hO/c/a985MN/zcUXnE+a2KFdliwz2pihE/ZZa3cZGRnnM1993fMKLy+MIFesgjSNhwtYFYHN9/2hdZpSHvVagySNSJKIpYVZytUqaVoMIhwPCw0wuK4aUoMGSHDPtaa3WZoT+ILeymGbXpfGiHWA57sEUiCwDdpOr8vOHbtoNtcwAwu14k7vui5JFNPVVjYpDGOiKMZxcny/RHO1Q61eIssy6nXbFJZCoTNDmkV4nkOvZzWaBpNKRwoyJUiSQuBTSnq96LSMo1qtEoYh9WrN2gX6PrPzszSbTTp9O9zIElsq9SPrCZtlGb5XwhhDlGRkGrJ+jOtYSfROp0MQBKRpzshIYIcnSm3IniSW0mVb+baZbrOo9RJyXappkOUMJ455jlTSsjlyw6GD+9l15g6eemo/N954I//3jX9Kv9PH8b3TFCrs+bNhOTw41ktYBQVivlwu89DDD+P7Ptu2bWHu5HF2nLkbq5oyaIHo0wKoEKqgEoJyPBwnJe73AJCeT5LlOMLCWqyT2fr59YZM9bRxhh6cQ5FlScGjtvJP9sboY+0hFdVqlXrNJ4kVrWaHpcUmY41RDh7aT56lmCyzA7FayhUvvYLF5Vne/a73UCqP0Gt3CMOEu+56gD/9wN/ywQ99ABE0+ZWfeydR5yTnbk8YHS3h7t7B3fef4NyZCarKIUk1h556iP/6R39MfWSUX/ilX8LzyvQ6LebnTtDP4JbHv8qm7TuYnz2FSRM63WUu2buX333/77LWaXPObsFFey/h1n/5Fy6/5ALO21NnYekYn77pk3z+pg/xhS/+Iw888TBBSTIWBLz4JZfxO+/7PZaX2pSqFS598WXs2nkBDzy2n3sfeJSLLr6AW2+7i5df9Spmphp885Yv0e+0uff736Ub9nnkkYc47+w9PHvsCH65RK06wsTExPMOLy+MIMf65E4IUZhsVJDCpVwuW0FMRyKRtNZWh05cUloEuOtbxdzcZKCLTe37eN4gOzDWpajbtY7yRoGOyKIWniwjZR3DABIRk2UJF1+yl7m5U8OJ6IBbO2iGR5FVRej2Q0q5wfdsqeo4DlEUUS5X6HTWKBeZWFDyLLi52BxxnA6fqzHUqzXa3RCtbckUhuF6D6gIchbiYM2ixyYsHfjxx/dRLVdYXDxFmISkWUzJCVDCDhn8ggGSJFYAIc6TQoo6J0tjErk+MXYchzSLh9nrD00SxaCEOx3asfF4LkNgwEzRxoJ9BZpSKeDAgQPs3LmTX/rFd/Pf/vsf23LYWKCKFOtKFet9ufXWxeBng8FUpi0OLQv7rCwtcvzoUbZv3WKHCwKr5mwMluUwyK7Uen/OCJSrrLcsIAppLcdxLRjarGP2huooG17bcwckgK0trKEr2jCESAmsI5xSLlJpHn3kQeojZ2Ak7DxzN2trCxYonmb4pQDPL9PtdrnnB3fjeiU++rG/5d3veA8XnX8Ob3zTb9NcbPP61/8U733ve3n1a6+gYmq89MIZztnW5OFHjrKwFuCPT+L25ji50iITHr/xW3/I04fmSdOjZP3IerCWXMqlCso37Dn/PESaM7F7G2mesnnzlSyvHucrXyawhBMAACAASURBVL+LXlRiZXYNTzzDW954LVknIgxX6CYJV7/4FayFkrvvm+VUR5GYDgvHHoaswy3/8GHOOe8MHn3yEa5+6V6mZ3Zw9pkj6LDHyvIaf/Tf/hP/+MlP87IXvZn77v4u5+wc5dnDz0C2wOV7K3SahwlYZsv4ZnrJUfY/fv/zji0viCBn+xrguh5ZktIYHyUIqoUg4TpAc91YxW42g0PYiyiXywwmZLqwKjNZTl4EzgGaf2Fhnu3bd9iSRym88gR+qYajRqmUXfI0QimPUgnq5SpPNps4juUkpun6ho/jeFjS+b5r+Z1F76nVahGUSqSZxcpFSYojQWs5LHOjyNoBRlFiLQqTrJAyzwlKPmurTRqNBr1ef9gLHBsbQ2cZ3W6P1dVVjDGcOjVHp9PBD9yijyZwXQeDnTovLy6we/dZli1hNJjc3gxU4Q+hPaLUSlNHcR+wtomua4OCfW2JLUEBjERLjTSGvKDMrdOwwBi5IQCttx+kWW/oC+FQq5U4cuggCxddzOHDz/Ls0cOcf96FdLt9hABdnNEYjZICdIZyvKK0t0opCmGtDaXEVYI0yVGOR6cf8nc3fYIPfODP+S//5bfwfJ9kqD2mi8m9QKFJ9SAbgyTOcJUgSnpII61je9XFcRR5nKLcolQuMkLEOtxFGoum00LgCFVof2YYx1oiKiGh7IKGLEwL8QBA5zz20IO85Wcv5tR8QuCfwbPPPs342Ahpaqlba2tL1Cuj3Hrr9/naV26m1+7yE69/A3NLC9x8861ccN4e8uwor7juxTimyuFnD7B12ySth7fT74yhSZlwJvjnu77D57/2OR544AFm509YYVEpCUoOynXJMk2aJayuLqOmZ4jTxBodpQ5L3Q7tfsDJO+4mCHwOP3OA8y+5mE7UJAw7jJZHGZ8epVKPSMM+3/7GZ1lcOkXS7fMvn/kITz/9JLvO2c2HP/4lrnzJFdx88+30Oh12nLEVoxSrrS6HjzUR7gj/8df/Mzu2bmN+UaEYYWU5JkthcdGg9Va6hxzGxs5i1+4Xwbe/9Pziy7/DuPr/5CiVK+bMcy4ebvizzz7b9pByY7XiiqxggE3zimBhhOLg4UNceuml9KMQpYSVMHf8IW7NCIgLB3WFINW5DZ6upLl8kEptDN8fRUjPyrs4CknG5s1bueuuu9i29YzhBh3iqJQsUO2SnBxXKU6dOsWmTZuKHo+lRwll5W9Kvo8y9mf7n36cSrnKueeeT5rG5LndNHkaF2WrJMsSpALXKQHQ7/ctn7Dfp9vt0u22bZbgadJQ4zo+cWIzP89zCIIy7Xab7VvO5KK9FzM+Osrc3DxhlFjpb6wUTp5mlMpVWs0mE2M1br/tdpCQJFGhkmJxbFpoyDdkc8aWpRhh3ek34uoKK7/nSopvnFZadzW47uXX8ZpX/Tif++Kn+Oa3/pXNm7bb12cMUudoqTC5QUgwCPu7NMUr+omZsQY/eRZSKXCH5WqV5VPz3Pnd2zlj12727DmXOI5JC+ct13GG7y/PrJE3wsJhhJEkWc9e70jzohddhhHw2L4nrQyXFdZASmuQDAO84DpUhjxDC42QPjnaBmNtEFIXkCKHTKcFLEriSE1uXF7y4pcRZSlpb4177v4e41MjRFFMmiZcesEV1EfHKHkBYT9mfGaKleUF1lZX6MUdVtaWCbyASnmUKM4IPI/Z+UO85XWv4el9T/K+X/tVhHCpVpxhC8d3hTWdMRZikhXXS7lWnDbLEpQjcIQLw2mzvSkot0QU9YdDNbsXNXESInNhb9CdLrkSOFLhBaWhIIMbBET9mKlGg17HruNYW253pDOyNCFwHdprKzhCsriyiuv4OKUSDT9YB+L32vzYm37p/z+WhEjbHPcK1ddut00UhSjpDTfGAMw6UPLKsoxqKeCSi/cOg5/W67Ln9g7vkBuNW/iEZkXANEh6BbfUEbJgH9jA6UhFnCR861vf5Lrrfox+b5B1RcOJrC7k0KWQ5IUBx86dO4c9sqjfs+UQOWmaUnatHpgQxpbUDHTZPDwFUWqHDjqHLM1wPR/XVXQ6PbIso91uD0G8g/eKgCRKKQXr3NNyOaBaK1OvNWi1niAJI0p+mVtv+w5nbDsDx/VRjkPc7xfT1TJxIbjZ7w88M01RthcQEJNhhEEKryjbCooUDPuJFCWfMHpAxiqC3bqQwgBSApCmCdL3ydKETmeNG254I1/96s3EWWwVgYuyVJGRS4PB6gi6RiBLLo1qlVa3Q7lSIu3nmDil2Wmy0mwjNPz1X32Ap/c/gRK2D6hzhkbfuS50A/PifZKhMwEqB1yU8jF5Rhz3WFqc5fiJOYQb4DiF7JcLWWYD3SCrRGYoV6KzHKPsIElnMcqxcl8CiTI5eYEDVMJ6zBpjSEhZWp1HyISp8WnOufIadC44cuxxKpUyvY7ACcpccOFF3HfPvRw/cYzw8Qc4++xzyLKMkfooM5s2sTC/SLfTR3kui0unkMrhE//4Rd79tnewffsOVpfmIEvJU0MmNEnfvs44L0ygRKHX6EoqQQVhDFGcATG1SqkYABXJhbFQqV7PKuMMWi6e50Fq7TprtQr9JMUVkrgXkpOjs4hOv4XC4cSxVUt5TFOcwKXbXcIoiRGSdt6nUhohz2F8qoLWmlanzZrRxHFqfV/c0vMOLy+IICeFohRUcT1LSBfa9kziJDoduoA1drb6bIpeFFISFGKXmiTLULh4nhqyA4QQBffTg7xoHhuDJxVRrq1enBKYPLE6Zrnlavq+x9LSEps3bWVubm7ojOW6Lk7RCI8TO8JP9TrVy5EKz/FxHM9CSFxBnlnuaZpaNVwlKHpiOa4jSeMQt1xGKisx3ul06PU6LC2tIIQhDGPrNF/0lbTOQTmkiWGkXmbz5s0kScJIfRQ/cGk0Gjz22GO0wy5RErLn/AvJdGolyTMbbMvlABdJZGLCMCWNY6r1Kp3OGtZKLh8i93PtDPX5rSu9nWoaAUbnKAOudOxMXBaAXWEVSwbNeYtXs9fQUy55kvHt73wLz/f5yw/9OTd94m9ZWu0WpXyfTihoLp8AoOZBKiXXXHMNW6e3smfPbsbG6+w9fw+thQXakcvV176Sxx58mG/c+i2Wltt8+1sf5h8++Une9q53smvXThwg0zlS6kKSK6HkB4RRTBJGIDRZtoLvemhtqFZKNJstxkZHCnaNwjU5Ak2m+0OBVsBS+7RHnORUK2NkSuJkKbnWaKPxfAdNgMgtQyPP0+IzNijpMTE+xb0/uJvrrnkld33vG9RqilOnTjIxOkHgKebmT3DzzXPUyh4mD7n80os4fvIUSRKx1u2wsriEXy5Rb4zQbC6iJIRhysSmbXzmS1/mD37/d5hfOILK3OHU3FPW5EcVQhYi1xiTkWuXZm8V33eHxt7z7ZYtuZHWbEoK4oKtsrSc4whZmEGnBI7FkioE5XKVZmjpi47jsLLcJKiUQSd4JUsnzIwmTAU6VzhaIo0kzTIW202UUrRaTduTl4pOtkIch1bU9X+Dx/CCCHIGW5Ksra1ZN/vMmoIkSVLgtwRZnjLwHBhkVULbVm6aZqR5BsaQG0OYp8Pp4EDHXwjBSKPB0soywmgcDxCa3Ggc5SJy8MuKZ48dY/PMJI3GKHlmWF5eJoqSIcB346TT87zCvEaTJSlB2Wd1dZlSqYJJ42HJZile9k45ZBAUA4V+v0+1VqLZXEZnhmZ7mSxL6Pf75LkZDjPWsWIZnhegtaZSr3DWWWfhuQHKU6RxjMlzet0QIaxQY6/Xw3cDdBQWRjSa6kjDylMLSaYtzWyh06FWq9Pp9cnjHNcRKKULb4ocqW1ZraXNXF0NWueW/SAEmcltgz0rZqvSgYJvrHOBcRTCCLSwJHscSdjLWFvr8qXPfYmvf+UWfnD/fVxy9kW051foxIdR/haSJOHIs8/y9OFnuPe+H9BrtfnsJz/LOefs4aaP3cRYfQzhuPz1h/+GXhTSjXssLyxz3dUv55WvfAVv+ck38swz+y3cRko0grLjsNBcJQq7BP66vL7rKlw3YGysQb/fQ6caraxHro5s0E+z1FYJnrM+lNFWLkqi0cIq6IBAOi4iNySpsOKaxpDFKTnFpFXayW3Z91FC88CDtzJeHSNLYi694CKOz86RkXP22Wcze+I4x449y549e9h/YD9CKEqlEq7jw8wYYRhz/PgRhLQZVZJH9Loa15VMbd/BPXfeRXt5jrIfEDsZruPgpBm5tOsLbTBZToymVqkWJk+CLBME0sd1fYzQOGlqe5FSDB3ysswCroUj0HFKuVCZVtIl1z1kbnue9XrdwqcCn7gbWRSEciCxex3PsVTGLCfwXdKwh4n7CKCXR7h4eFKRRiH6+cvJvTCCnBSSJIlwXbuRGo06R48eLahAfTsNNAatRTGSl6SZddF++uDTOI7D9PS0xZpVR0BoGyhNjEIQRSmVaol2bw2JQGuHMO6CUKQJJKaH57gQqoLelBZeCiv4wRS5jnE9d8jXzHVqL2CaISToJKNSLhOFERIbCB3XG5LqsywpiNv2/VpYQ4rOU8K0S/PEKfq9DuiMbtS3GZtSuL5PEvXRWYpSLo4QNKamqNYa+L4H2nDeOefw0EMP45cCjASRS4RMkcLKjqc6wwNGRhqcOnWKWm0EUwCLW2st0jwlDBVjjRGSuEMSt9AmI08hGwgDSAeEh+sGlpPouOTGoE001PXXuUE61gNXkEPcsZtHCrxicukIQy7BVQpjBDMj08T9JmnPsLzQ5jd+9ZcZq4xR8Ups372ZuVOrhEnIWr9bQCZiMm3INSw//DBGSBaaPXzHGsskmS2lq9UyTslj3+P7+dAHP8LLr72SXCRo4ZDFMb04xHUdBJowynHdgE6ny65duwi7Cb2evUlI1/pdaL3u36GNxJX+cHhlp7M2Y3X9ABwXk6aYBIzIrHKOyHCVJPB80lSSazDF0MP1FSJP8DwXz/GJs5DA96h6Hq2VFpMzk2RZxtypBVKjmVuaJ9fWjazb66F1B6ls9l+rVun1Ophco8x6P/TMbdtxgxEmpzK6vTbj5XHSLB5O7h2pCOMIx/UJlKLbWbPyXzrHCEmpbB3ltAbfL1lkgefZ66skWqQ4shA0dWyLyS+VkEC5VrY+LTolMxmjE6PkhQ9LUmjsISW+7/PEE4+jXIeSX2Z8coIoismFpNnpgsmJZPH83Pb/nu/xgghyG0GjWZZz4sSJwsTYgirtV9vc3uiSJRDs2bNn2JT3fLdYfFj1X23xXEo5xfTNqp1EUQQqQuBaY2jXNk6HfRalCHt9tmzZwsLCAqVSiTiOiolqPuy3GXKEXi+HB5lnlqSowpow0RmuW7hrmZw0zaFkS71uv0O7s4owloMpyYdgY4RD3I/xfB+0YGJiglLJJwjKNEbGKZUCXKW47bbb2HvppcwvLFj+qGuzPt9xUY4hDDuU/WA4uez3OyRJwujoKOPjk+QmozEyRpLa3tyhQ4cQwkpCDRrTWZySkhFFMUoIG3gB5WpEnlD2qihXocmpBgGup3DJyAr/VmH5YAUbICdJI1wVEKchvd4aR48ep91uk0YxcRDTWmvx5G3PYkjQIqMc+Hju/9vem0dbdl/1nZ/fcKY7vaFmVamqVJIsS7JsGdvCNjgGYxLa2LjbdhPGgLExoUMHaEjCEAYzNp1ehKYb0jGQlfTqhE5CmhUaSDPYYMyMB3mSJdmSZQ2lqldVb7rDmX5D/7F/91bZTYwYjIa8vdZbr95599U9v3vP3ee39/4OFVWVoW2Ji+L96nsPoaMPuZTRyO7dFhlbFy9x7733cvvtd3Dh0hZHjk7Q1rC3u4vOpPwmucDV8wVHjxynWSxQSc9Op96sUNzUagdvrCbETjxng5ck1qdSXil85+hdj/YRW1iyzJLUlnCuX/kgZMYQlTjGW6UIXoNRlJV45M5nM9bX10URt2+ZTncYTYZYa1fg8KXW4O7uLgpDnUzCBbuYE2Ig9C2qyHnbz/0sb3j1yxkPKy5dlmt6pb7d9fSup5pIX3g0GbNIEKaiKIjKMBgUK7D4xsaGDCaUZm8xIzc5WWbo2hqjZFrb9h25zVDaEoOnGFTUTYf36bVMv+t9j+sdvvPc9tznS0spirLOqCwILglVdB6nEsDcB2z2NCtXl6VbTB6q12qULWNJLO86dxXDhWZvb4++l8lN1/aYTEG/nCBZAgqMXvlHbB7b5ML5hzFkOC/CI9HJ36kqYrQYXeMCezv7rI3XU/9B2BFaXy1TlFIYbZhMJgn9L6j6shwwn0+ptNwBIUMpS1mVq+HF4xceZmfnCl3n8L4n4si1wmpLwNA1juuPX0fTdRw7cYLNI5tYbejqBud6drdntK6l6xv29rbxeNYHE44ckdIFm0E7o9nfxlUFWmkObQ7Yn83RfYfRPfu7uxza3OTCIx/njuc9lxACg2xI37ccWhuv9PPKDUtdz6V86TtM1KAjnYOmgzyX17t1PTHUtItAs6IEJG4nCrwiBE0IGh+FTXHPPfdw5OhZfv0dv8Xf/wffzb/6uZ+lrWuKIpLrCUFLT9Yn6S3XdkRt8AlOFFRJjGKDhyL1nAL33Hc/o9/8Tbqm5+z1Z7l4+QKdm1MWIoll8kyYLr7n9NkzzGZzTD6Wm41SK3tE8RYRRobWFqVdAvqKz8Xe3h5FllMUOZOqpOsc40GB62qU6ohREYNMZpf+B1obfIzoxIGNCqLxKFuQm0L4wNZw44038PCj5/mdd72dsswZVBX7+/vkeb7qOS8WC1zwQsT3EMXolMa1qAiFzZn1Lf/rT/0k3/GtX8+Vrcc5fPSoXL8x0seAVpEhMlhRFsqskhu6E6A1Wkv/bskbDoreR5QxVHmB7wOu82R5idWyu62qSj4fPiMYhwseYyN5njEPPUUpyIM8mhU33GQC3THKrDjgXezQBcTsKgsnmADdE08vT4kkF6MMD1CK6KWB6VygzHJcdHgvuKjWOYbD8QpnliXbtkOHDjGbzYgKTNB4etm9NT15VWK03O0AHnnkEQ4dGRFVhhoUFLnBBQuZfEA6Fyis3L3X1sfM5zXHjhzl4qUtll6dS0gJQRFJwFnlePBjH2NtY4NTx08SBwOiEu6l8E8NXZJOWtT7+CAO5IXRBFPQojBVye55GZmfPXM9x4+f4Njx47SLfYbDChc0wVrmTY0ZVTSPn+dZ527g1KENOt9TmwKvoYkNw6PrPPzRKZf2PaZsyYymrrep97eZbl/ivm7OwOQ8nHuyPOe+D7+DrMwYZFOq8ZCmq+WCRrM9D6heVFWwOftO1m+sImYlnUd2akEEJEOarsYEviX4leKQNrJ7Mmj62DHZWCMvMn7v93+H//2nf5IffesPcuTYUepa462YOPvgiBpcklYiimdriD06auIn6bxJEslzUQv5yH338rafexuve8PriF5KNG0VvfPEANdddz2uFSpf8A1GJ4CwjngnuEKTSjClIgpLCI66aVBaXOuVk4FW03dYraELaFWgIyKC6gU+YrUkT6U1o8EIazQ+dpS5TBCd77lw/nHReWvm3HHL7Vz/wufyq+94J67vqfdnYEQl2lqLD55ikBHmLnGbxeUqxsh4vIbvRbhBe8N4bcD6kUPcd/89VEW5kuYvbUbrHD4NloosY7+uyTLDsBqhXE/TN0QUKg2inBbXO2U0w2JC34jsmQ8tNoqEvkmT5M476CI5GVkmJtyjZLpjrUUry958QVSadtGs4EaLxZTFvMFmGmtyrDEs6jrhZOU9eaLxlEhyyHULRqGtYTGTqaqLS3S6BQM22BUQV/pynszkqcyMxBDxJhAcIhmEeBqEtqcsMuq24dTJMzTdbioxyzSYyPGtRxUFo0FBDC1132PzgsWVbeaPfgJI9ng+oHPxZFUhGeGi6QMM1secvP4U83lHH66S//sQ0VWOURYdepQxBAd9W7PnanKboV1gczjm9pe+mM3NTc7dfBuN91w4/xj58DBb+1MW8yl7ezsc3dwk856zZ89RWMWia2jmOyx2H2c/Rpp5y7ncc+eLbqReXGF2/jxz55k3C4pyyMbaEE/qs0ToY8SUazTNgjLbpO28AGiXGLWgRfPPREJXJ3AvZEGvStLoPSHqBBUxSbNPknofZZclY6IguyOkfWBNho6BUTVg3szZunyZw0c2MRqIFrGe9oAloolKVEAMIsseWCa9xDpIjIToFb1r+eA9H2RjssHezpR8IDsR5eXmM9nYYDabErxAYVzX4VyPUpEQO4wuiNFio14hf2OMdH3PeDSiyCt6JwMmqzWZ1qigCcHhlaMPDoMhxiV4WZABUql0OJ+TZWPm8ym+c1ze2+bIyDAoDOX4EO9934dxRUbXetY3NwBF19XYpBnY932yPJR2yHw+x/sotoTTfSaDkfB3g2eoKhbzjsOHD4u/cNuuSt+sKK5WRzoyyEe0bbviOEu7yGLTTd6anP39XcpcxDe1zaCeUhQZC69QVlFawzAfYLxHJyvRZbnbdd1qMFF3NTE4MWGPEa3Mariztj4GrQl9YFYvcH2fWjIZ82b2qVnkPxtPiSQXiTTt/spXNcsMi8XS/EWYDiEEdHKNapoGZSDPMkYJVyflbAZedgpd9GQ2p/eOLC9ZtB3D0TrOt2J668C1npAFYnBoE3He49MHdGNtzPv+6Pe5/bl3EKJmb18GAl71VFmGbzzKaOrQYqOitAXHDh9i+8oWWmUMi4Iy9THOnD7J4UNHmc73CSbS9TURzWC8zqH8GFbnEC3myBpZOaYcjMlwtPvb3HH2FL/99l+mqffpmgUTrZjt348LcMVkVDnkVrb2wWp8lL5jCIG9vV3ZSRBRJmM4mBBQdG0tOy6v6NIkuu9bIoppm0CuQBccwYUV0DWGJalLAKT98n3RGm0s9hp603JHYYyBIEbDAN7rpPAccV7Tdw2/9a7f4CUvfjn33ftxvvyrvoL/99d+TS7wNMEV9N1VT16llKD1gmJl1JmuJEi2hCpyz3338II7X8BHP/oALvQcHq2jlKHvZUCxVKEharq+SZNsSSCGDFBoIwySvutXlcN4JKKcXSvNb60EFFtVJYvFHLTDuyRBpYQmholk0UjZr3PZdTX7NNOWtUMb6IFl0QcevbjPS8/dwff/yPfwvFtvY9Hu4bsht995B2UxxJic3rf0bQ9K1KBVZCXGaq2V5GQ10/m+AMy1pipzmnnDoFqjrq/gnFgULl+HLMsoSzn/oigI0ZMVBhc91sjgr48BlVn6tqbMpX89HFVpF20I3qGjotAFoXWcv3x+tQOW5xEFH+9jah8tZJARHJnNqYYDMqWBnP39q9S5wWhEnld0PgluOJjkS4e1PzueEoyHcjCKt955BzEkmRuWnEKR37nKa039GS8JrUv8T/GZFMu2JS9RkwDBRZnAwYo8KwkBdmdTqjIn+p6sKNIENFBlAnSshiP6xrG/d0V6A+lNsNZy9PAhhtWA6WyHtbUxs2nH7u4ui67DRS2ST82c4XDI3t4e48mIjY01RoMha4MJ/+Zf/wzrA8uhjTVOnjxJFgWtunV5C6fEYNlai0b4t8oq2v3Zync0C4bWt+R5RtQRHySp+Xi1dCYGdPD0MbmRo+mWnMvO0cXkVxEQX1cf6IJHg1hALvFx3hPVskwRcv3ygoWrEuQrHqsTiSaVMHJX+ZxLCLe0AUKCUNgohkPz+ZxTp07zwud+Nt/9/d/Fc557uyjeqiBDgET6X9KqBMEg5fM1njercwIIBFzTc+bUGV70os/muXe+kK//hq/jupNHk5qJeH1eyz01yQ1LKZGS0tbg3dX1Bu8ZTyb0XYO1MghbJcoQkkS/pnORorAoo/G9wyRrx0ESkHAq4qPn8qUddnYWvOY1f5O/++av5wtf9UXUiz3OP/Iwg0KS0nBUQnmI666/gZPHTtC6Hh9bqmqUJL+EUWGUBi2v5aCscEEwfSEEqsGIPLe84mWv4Efe+j089sg9dEETg4hCjEajlbBndD2dDzR1h0pwIdcj8vQpmWZGrSotY6R/1rYteVaKx2t6TV3bIGgp4WovVWS6rrvKU7eFYOXqGh8dKspuMfp+teNDay5vbTEYTZhMJly+fJk8L/iab/wfnj6MB6WAKKazK80uaxKYVHYBwo2UD2Bd1xSFaPAXWcZ+26KswrXSp0OLkoe1sJg35KXYAealZX/7CpO1HOd6BlVJJNDUc0L0OC9gZFSkKkdcf+Y0vg/k1QCMZro75fylHZr6YU6dvI4/+JP3stifcsstt2BVIIs9m5NNdlXD2iTn9htvEZ/LrUdp85Id7/gbdz0XfEduDLPpNm3fyR2x8Ng8w/UQo6xj1s7pph1rgzUxZwme0paSlEMgxkDbR1xwCdckaiwqRMGwxaXvACwQg2HTQ5vUOJSP9NFjlFrReghBmuJaLB0JMTE8jGjMKYVCptbyWLUaEMVMIw5egWV+E2yf7HpBQNBRkaALls71ZEXOle1t6rZBKcMXfdGruPt9f0LTNWirif5TTJ/TRRPV1aS2jBV5HsExPvr4o9zRPI9bbrqZW25+Fp2v025CsGzLBLf64qomnExUrzrVL3uy0vtyMmnuG0y0BAU2twQfyXNDcA7vvGAYrWIyHJFrw97eHlf2djh37hx3POez+N7v/X5ue86zqfd2+dhHPsJgZFhbq3ALx2SyzryZcujQUHBjwaNTid+2TXrdTXqvHVZbXNeTT9aZ7e5QFna1+zRGrCbXNze4vFWhvLAL+rbh0qVLjMYiBGCtZjzaIMsURZnc24zcTHQQ+I8xSjjPSaJqPp+TZRlNu1gp6vR9z8ZkTO/8NVhVeS2X9gMrgH/fi2euFdmzvu9p67kYWxm5Vo5fdx29DyyamrW1NbpEE3si8ZRIchEZC8f0AoQE/XChx1grRGwyQvTg5S5iTBT1Vx/ZWFvDO48RJjxtvUDbjD594BfTmsn6BrmOVIOMznc866Zb+PAH76Gu59x+++1M51NUVHz8Qx9ksJ9zSSraUAAAIABJREFU/uHHuOHG06xPNthb7DOqqsQWMBxeH/HIAx9hrcoZZhnN4nHoOnQ74+Kle+hCpL9gmD8oO9NSGWaXW2IU8Ky1QwEJ45nXC0aDIX0TibVLZP5AmLcoDCFqtnYFJB29p2t6vAsEFC66dKELkFMl5HlMUuXLJCDyP6LP1xMSfCISNKgg0IcVsV4r0X3DC68RUDpjqbJr0u4rRlBRyXOnhKYD+GtMf8W+T+7YS/qb0UKpymxGDJ5hXqI0XN7eZm+xz/vf/0G+49u+k9e+4dXoRIJP2FOhigSh5ws2za3OexmSoFTq3Shm8z0uXrrCgx+/nx/64e/nrW/9QWbz+Sft4JYRkqDmUrNO7r3i8lYNhWXTtjMEZWTpFGS2JEYRLSCKRWY5GDEu1nGh4+LFizR9x0s/9yXcetOzef3rX891Jw7z+GOfwLsObeY8/MDd0qPKDMZp5vsLBmtD0IHhpGI4XqPte7RVtF1PruX5l8Dyq8KmmsFgwM7ONq959Wt41++9i729HUajidCuygJdVUzWD5FcuunbitiJjWdVFQme4ihKg2sbXJBr4uKFCxzePETXNQyKAZP1NRk+RDHonu7PV9i1Jdxmd2+WmEAx3VQ0fe9XSInlhiXLDDv7U0YTYZdEL/AYY3Ni8PRe1KSVUpRFIUNGPmUL/2niifiulsDvAEV6/C/EGL9PKfUvgZcDS2+wr40x3q3kqvlfgFcBi3T8vZ/2SWLA+Q7lLTFfKkOY1Bj1CXntcK3U9GVZYlVFmVnq2LK2sS4TmdmcyXiDy5cvi18limedO8f25Yvs7V5kd9czHKwxzMf8zm++nWpg2Fhb5+H7P0I5HtLOZ9x5yznm0x3uOP18mr4mtz2HiojqdqAI+D5QzvYwthUHJg2x7kTupywJ1jDUEecVUxdEZjIK7EBrgQf0HWS5JhIY5AWh69EKgo90rbAwJL9EqfS0pW48WpOI4VqGIAigMigt2DHvBE2/3MGl51YRfAwEH0GJRFFQEKJKGm+iEacwGCGlimNaGvxEJR9/H6P0mBAuqLHSbwtR1CuXSVdpg4qaqJzcoHxMZkXgtcZYOS+LErR87Dm8voYOPX/yh3/Abc+6mfPnz3P6hlMYbcmV2FGCyK83/UKI+0olXuqScaBlwm4TZCP0TCYjRpMxH/jQvXzbt30rH/7wV3D8+CF0EnlY4ihDECkqm5gMoozjUWmnGrxLuDqNCwFsRAWFNhnWBtbHE/bmC7avnGc+X/DSL/livue7/zHHjx5mNt1mZ/cKa5MhKiyY7T7G2lDT9hUqyW1VgwGZMShjyEcjetfQ91DGCEp2ZEQ5B/HuXvYnRdlFozGZZb63S1XmfOieD3P99afpGuljZQG8F+C2D6wEGDKTU1OjEdWZjY2NlWXlaDSg73uCho21EfWiYzAa0rcNKiL/d9dSd724hUVRP1ZamELGlpR5Sd91qKDpOtnRzRZt2tFZ1tcOiSG3naCsZ1xUtE2P7ub43pHnA0zXYUxOZgvGayPGkzWMKf6s1LWKJ7KTa4FXxBhnSqkM+F2l1H9Kv/sHMcZf+JTH/1fAzenrs4F/lr5/mlCya9CerunwUTGaTJjtzZlM1umdmLBsrq2zvr7GYDDkEx9/mKZdMNlY595778E5x8033sSDDz7I3nTGZH0MRvMHf/THbKxNMHlEq8je9uN09gI3nVpnUOUo7+hjR2lBbxjw+5RjQ7/YQVtN3yw5qRm9a1HGMOs6IOIjdGjpDUUIrZS6XS+7m4iwNEIMaGyaYHmUibTOoZSIegSl0DFIYzfGpL8rHqc+yq5WK3AJD+hDmnqmO6QtRHm3S65XhgjaSlkVEHoV0gQ3qV8WopS0RlmMElvFmAyel0BrtJcPVWqiJ6U4UEsJ8IjVArpW2tDFgNI5USmMUuSFuDZVg5JgloyRSAw9fduRaZF6QmWQ5+zt7fDwJx7glmedI88ydq5s45xnMW0l8UcRQz10dI3xcCJlZwSrjUxEg5KbRUq8wXuIPR//+ANYnfGB990tKiuuZa0ayE7G9zRNQ5ZlUkWk54ks+7si/CCcXIdSUq5ZbTBWdnu7l/f4+Ecf4rbn3cEP/+iP8qX/zasoMsNDDz3M1uMPMRjmDAcVoe+ouxptMy6ev4S2ht47eh+F1F4NWHStKIH4gI4WqwIn+pEMcOIS7+lXO1HQSZ/O0LZpepoZHnjgfg4dOkrb9wwGRaJfOf74j/+AB+/5MEeOHaYYFOTAiRMnkyKO58reTmp9GC5depzhoOLK9h6uazl79hwf/NA9HD6yzs7eLiqK7Nj29jaz+ZQil563tZqtrS329hsee+RRNjY2KIqMtbUNwVO2HTbLWCwW7O2JYrW1OZ2rUVFwlW3XMJ/P2VjfFJ+MuqOPnvl8zsMPP8xsf/4EUpfEE/FdjcByXpulr083rXgt8H+kv/tDpdS6UupEjPHxT/MsKKU5euQIW5cu0C9adNsTXcvlK4+ztrGBzkre98F7RPZ8WHDuzBn6rub8g1c4vjbCq0C9f5Gj6znXH15jPCrFMetUhVIZvu8IweFiRvAtKnTEuiXLIKgGTaRrBGgcdcSQ0dUBHRUuKcMaYwWz5RWrXkhY3uFFcl0BznuMEYxf73qs0rTI+NtfA3fwzq9Aym2f1CsiEH3C4l3VT0ODsoG+hT70+ADOW7TxxNYRg1ndRXUElVlAk+clzgW0kx1i55z037RFL2WNtKXvOrrFHEdP7xx965k3tQw1XCCLkCuYDEqyssAUGZ3KUFEzne2xWCzYnIy56fT1bGyOuOGm02wev4ksH6zsGTvXszGsOHPDcdYnE86cOccNN9yAzjNiMBR5yRf/rVexvbvHfR94P0eum5AVSeRUKVCGrYuXef6LPovpdG8linCt7d/SoFyUWmSK+u73/CFHjx7l137zN/gff/RH+amf/kmZ7naBSCTPSogOm2V0vQgZRIVId/kekwuYW0cpEy9t7WB04NnPfjb/5J/8T7zkpZ8FOK48+ihKGQpV41rPubPHRIooBpkshsiwrOTmSs5kMqJpp2iT0TUCm4g+EFykCx3Bd2jjuOGGU3RdS2CE1sg1GOyqR7jUNsxsTl3X1HVgMlmnbRuKLMPqDGMtmR1w1wv+BmeOHaZ2C3Z2dpgMBnShow89MXQ0rdANm6bh8OYR+r5nfX1MmR+B0HPLLWfoesHJxcS6OH70CGWZE7WAg+uuFqC1E9QkIBCalMyXfbftvV2sEkWg8WCMsqLM0y7mFEXFdF6zt78jVgZNL4Miq3jxi16AcpF3vfv9f1b6Ap5gT06JzvR7gJuAn4ox/pFS6huBH1ZKfS/wduA7YowtcBJ45Jo/fzQde/xT/s+3AG8ByMsSjOKx849gtaLIItPpFkc2NnBdgw1TDg9Kjj3vnAj95YKWNhmE4Wg1wm77jlEeQTvcrJYeDhFPhklNTBU1VSEmxxBp2oDNBnRNgGBEKltY6UCkdX6lBdY2dTp3sVwJIeCVmFRL2QVC0176ICQnKAx96Al9wOQG5aRXZjJN33VAkH4j0HeOqCP0oi7rvV/JbotPrCVazcb6YbKouHx5i6apKUrD9aev49wNN3Ly5BnGo03AUzdzqsJw+swJjhw5xIljxzl34y2ia9Y56nqBjzJ8KU3GZH0sBkG6AGVAGRFQiDK1xc9pFg3eReq2Efki7xkMSvq6IXqH7xtc1+PtsscjNDvnHDbTFKYQVQ+r2L3wCbIqB++oswFbly/ysY8+yK/8+q/y5X/7VTz2yMcZDYYE52m6ltOnn83FRy9z8vQxYRNEn4AjabKsfeplOoKTZHfkiPg2XLx4iTe+6ev4ru/+Tk6ePIHSwsDwoUPh6PpeJvor9WCN1RmXLl4mMxm33nIbP/HjP8att51jMZ/Lh3GY89hD94F3rI0LmnlLHTOyTKAcVulkPSkCD23T4ruK4Fv2rsyp5w3FaMQiTeQHgwHBeXI9oqjGFGUJyqYpumwGtCqxufThTp06xdaWANWNMbzy5V/Igw8+wEMPPUTfdthMk5UlwTt+512/x0te/gXM9mYyTc1MKs0lWR49fJibzt5EWWUcPbrJc54Nn/uyl7J5eMKjD96DoScE6KMi+B6f5KryqpJkawyLxWKFh6uqir5zq95hCJ48yzCloe01g+ExiIZHzj9CWeb00TEYlBRFxnx/ymK2Tz3fR6PJs5LOO0bliEDE+b/iwUOU7cSdSql14BeVUs8BvhO4AOTA24B/BPwA/Kkdwf/fzi/G+Lb0d5TDYSzKjMnQkBtLNSix2mICFNqR59DPFkQb0TES2gWlzaVJbwwRQ64NejxB+Z6p68jKCm0UXdvTBSX4sEVDZQz1fJemWTDZGDHdW+C0ZlBmQsEKkqyCckSSb4HRSRFEoFm45RvnCFr6WMojYogKvNL4uIDeC3ZPWXJribkwAiKijtI5cEFgK1YHMAprZNIpeng5JP5unstbNRwOuf7Gmzh8+Ho21ze483m3c+ONN7JxqGR9o0LrAkVGiCUqOiHLqzk72xdo+w7V91w4/zG0zcko8K7FWIuhY76/z9bWw5KUigFBaTKdEYCssHg8UXu0F0ubwors+87uHjQ5Krc4lWGyHO0V5QCR06k7grUYHcSVbNHQtJ7CKqpyQtPVVIVhb+cCL3npXbz/Q+/ns+66gxAiG+M1ovPUnSePlsfPC6+5KkTponNO3pQEHYrBE5VDp0tbKYPJ7Mr39aGHHsJ7gbugFVEnjzAlk3xFoCpKolZMZw3nzt7EW7/vB/naN74xXcULULuMqyGaEZ1fELp1urrj4pXHUCGjDvv09YJhNcD7HmWga0UuyzlHnklva5BnnDxyAjMZg1XMd/aZ1TNsablyacFv/eo7OX/+MtoKhi0mKE+M4oeS5yWPPfYYg6qgbjoGlWF7e5uLFy9Kk34gmmvee2JwrB/aZLi2zvrhc+IhkkUUhr5Nbm4dvO8DjzAa5Fy6/G7y7NdZzH+AV73mlfzDb/4aXC394CzXwhqZN9Km6Drm87lwpnUmk1St8L1HqSwN3BRd58hzi+sDMWj25/u0XeDQkaOiuxcdOzt75FlJWQ44frzg7I1nca1j+8o+W5cuMK9rmqbj0PrGE0ldcg38eXFySqnvA+Yxxv/5mmOfB3x7jPHVSql/Dvx2jPHn0+/uAz7v05WrRZHF09cdQhkh6ZsYcdFRlUNhB3iou5oQYHPjKCr2LOZzFs2cw5uHqOua7e1dyjLn5ltv48rFLfKioFn0bGys4cKcKxe3KYYj9qe7LFrP2nBAvZjhUJw6eZYYwUSfytJM7kZaSp9FgjZA2plZobQQNSYvhF2RFDCM0igjE8AYo6g9BMWV3fO0XUOeFRw7cQbnAm3nxXkcUpM1x3ee0WiEMYq27RmNJtRtR6YUg9GQhx99lNNnTtHUHXleoGJgPB4zb1sWs5pFvcPe3lT6R140y6qq5EV3PY+ilL7YK1/++Zy47ihrwwGDwQBbWA6fOIryjv1t0bBr23Zlft25nsJkZNpgy6vj/6jFbLtOZjtlNcT184R/slSDAfN5Dcnsp6s7XFBJjUUu9MFIdml9ovMVxQavee0b+Mqv+Gq++Is/B6KjyC0+QJ4ZkZqvDvOsZ91GXhTYTOP6VK6mslVhCGnCF1Lvam9vxtd81dfx/Oe/gN/9/Xfynj95J00zJ2jDwBY0vUwDR6MRaMMLX/IKfDDcf+99eB+TTFakqob0TU/oZwJr0pHQO7S2ZLZkvDHg2JF1jmxuYKx8ttbWN9na2mI8GtH1nt96x+8y62qGRcl0b4opSqqqYDgcUmUTrLXYIkOlAZFSkfe8+7cpCoWKaaiShkJLNEIIMQlJtAnjpxkPxxw7doz7PvoR8sxw5szzeeyRi5w8dQqtHRcunOfQkcOUgxGzxZwiH4oqtVJUeUHwPQTPhYuP8bu//Yu08y3atsUFK1Q1gCgDm83NTRaLGTHGlRF7W3fEpMjcds0neZYsFgtJinnJ3mxKnufkec58PpcSdj6nKkv2Eld3sWioilI2EtoQXeRLvuItTwgn92cmOaXUEaCPMe4qpSrg14EfA94TY3w8TVP/KdDEGL9DKfXFwDch09XPBn4yxnjXp3uOqiriDTecoG46iqKi7xqiCjSLGoLj0KbIzfg+MBkN2J9e4ejRo2xd3mE4HKNCBAN5UVHkObPkWpUrQzUomXcz1icbAp7EgYm0ixrfK3q9icom9EphdELiB6GcKEKSUQ/SXFcyjTRGrSa+16Lwl5zWpf6blGeGrccvkuUCwSirgvHwsIAklV7Z3+VWdh5Ll/vBoFpRbZYjeaWE0WBUJHjZ1XkfRZMbyI2lcT3BxWQjKJtqrwOZFi+KJUapLAd0rRdZJe9Y1PssdhvabkFe5Vy8eInJqODE8aM89847GFYjbrzpel75ys9HO8VgmHH9mZNEH3FdTZaVLNop9XyK7wPzWY21YWUqpJS4erkgGmLOdTgXyHPZZS0fN1pb55d+6Vd49KGGW249xQtecCuLxRxrFIvFAp0VzBYdt912FzorOX7dmrwHaaIsk4dPvqa1UtRNz+EjJzh76hy/8p9+mRvOXYfrW4IpOHX8NKdveg5dNJx/fAujhIaVZ5Z6MSPLrhpbd12HTQBcUUXWZLkh+qWLWaB3DZnKRWsvRjKd0fQLZvs7Ir/eeynJZjOGw4oQwOhM/n5V2iX9wOjIizEPfPyDDKsCFZfAapMUcQS0HHtR6zWFITM5+/tT7rrrLu5+7/uwuWU2u8ytz/4bzOc1RVGsuKPeiZdDCD07u5e45/4HOH3yOr7mq/82X/fVr2dYFjz86CcIvklGQ4bFvKbpWrqu4+jRowwH1crMPaT+tYqQ6WzlQdz3PcNhRfQwnc+ExtW21ItG1G6AfjkJzjKaRgx2tre3qaqK7e1d1tbWVnjF+azlzd/6XX9lSe65wL8CDAJo+Hcxxh9QSr0DOIKUp3cDfzdNYBXwvwFfhEBI3hhjfPene46yzOLNNx7D45nu7XFoY5P5fL5iPyzpXlYL7snonJiwTHlVYJXY6mmtWSwWVMMJEYdVBmtyPMnQJkEAGlejVUHvC/LREToHRjmi1miVE1SHjpboO6KPaKsJS2FAHTB6WQopfOjEg0mZVbIxyWS6LEvqumbnyhYhCsrbWJhNa64/dRNZOUKrhCr3PVkicMcYUTpSL3pEqw3yQnTpimKQ+JWKwWBIPRetfW0NTVOvtPe0hroWo5yiqnAurNzCQHwjirxa4ax612J0RrTJbd6LBpi89lBmA2FfdOJi5VzLfD6nnu6zv7dNVQ0IsWdnd58Tx45z0003U40Meab5hje9marIKcuSU2eOsrFxBJLkUlc3LOaiPVeViis7C07d8Gxe+bIv4K1vfSvzxR6Hjh3n3/3CL3Lh4iX29uZcvrTNR+79KLffdgv3f+x9hNhxrfuW3HAgBpOUYzQbm0fY35/x2le/jte/7kt49Wtfz3OedxfTWuAQ2niUd0lENb/6fqYdi3OOMi9xytG3c7SWKfUyYQieLyQGjnB2nQ/ppmcAYVEUmQhULhYLeleT5QrXB/o+CWkWV6+t4XBI6xrauWK+2BbpqRBk8qqv6TRpRXRysyyrEV3TUo3GkpCNIuBoFjXPv/PzpO0SOx596GHatuX609dxx63P4m/+rVdy9tRRbnrWGT7+wMfomjnGCqyEaOk6kQyLMbI/F9c730mSjVrUXGTyLL3xzfUNdNS4rqfpWhyRrm2JTq736TTpDUZF552AxOPShlJujmKC3q+k1URyfSqDst7z5m/5x381Se6vI8oyjzecOUJeFUTnme5L9sYHOt9RVUORwEky6MYIb61r5ozHY5pFLbI46BX9qe97Ci3sh7rt5WI1mt5BMajY3284fcNtTOsGazP8kp6DwhPIlRW8lWQ2gT7EiFZBpkbLEb5auqrbleRTZmVnMhiIrM/+3iWWqlHe91TVmI31o9StxxiZOGkTyYzsHTWBoigYVBMWi5qyGFA3M7IsDUZSWWat6G1Zm7O3L7+P+ISHChTFYFXOtI0kLHGKMjTzRfq3KLwChF5MWFAGo0TZ1znpo0SXqF5RZLDR4p1RZIa80EmvD/pesIxd65j3U6bTPbpZw3xWE0Lkrhe/kEEhz3fLrc/mc1/6OWysjem7hr2dy/zSr/w6F7a2ubz1KD/8Qz/E6dPX89o3fCke8RTY2ByhgayoWOzvUTe7aBNWQwhRXpfEttzJam3xIRK14Wu/8o3U9ZR3vvNdXLq8SzYcU2UiVa9igDTtNsaIqGMQuAggbQzXEr2jrApClDbDVeOedB04R2G0lFXphgMaFURwNQaFzmTYkuXCXsmtJQD1fE5mRIrKe0WMPYWd0PUzXFyk17bFmooYJam60JMZ+eAfPXqMvZ1dsMlbwhiUDvRNRGuhgh05NOHmcyf5si99Ha/4gpcBcgN88KP349uGorBUg4Kmdmmj4VfDoyWQV8RshTLZ9E3yXBmxvbdLUZUED5NykK6ZQDSa4D19Iwbpzjmm06mIcHhWg5OubbFZtpL8l0GG9F2bbk5eZCg0W1uX+fbv//GnT5KryjzedGpMHwwPPXKJcjTg2PGTWCsZfD4XVHT0UOQ5TdtijGjJa1OglEj6RGWJSnZ8otDqVo5aywvXx5BI7JG29eS53HkznUmCSP0VZSCmPpxR4hpGCAQnfbQQ3KoPt5RG19eUsUZbnAvsT3fY2KzY391ZlZ2uM5w5cwMu9TO0JjEWzFXXd0DbDKNkSOFjlDv7oqUoM4zO2Nm9gtEZLtHAXOvIyozFbMZ4bY1mIZaGaLkTFzYjpEmazXRClVsxG+k9Za7pfEAbgwLarqMsChmwJP6v1hoToPNSai758d51KCNTsLarQYtef9QqYbhE9SJERZEAt851FKUoyri2I4SImJdFCqt489e9kefdeQef+zmv4OwNNwigWQW0avEuJKczAOnnLTmyV69pubPoxLdVWlNmJbffdgdf9dVfxpve9CYGa5vkCmJm6DtPTCBhV9eYzKbS1eB8h006blkScFUm9c1SSwEDJmZEJOl0IWISQb1zIbUkQsI25mlXo5OxuBHqlLIsDaqVMlgFnZb3/oEHPsioKsmtqPNC4gcrh3cxKakEDh06grIG7yPTvX3W14b8i7f9DDfefILxoGJ75yI729ugI0VmyW1B56T8NCHZTFolGokhJlqYSvp7YunY9I0Q+Ymif6cE0+m6nsJmlOWAC+cfp6oq5l1DWVW4ppVdbFOvytK2bVEI2LluZqjE1lEaZtM5i3qejIBAlWXygInszxZ8y3f9yNOHuzoZj/jGb/rW1R3z+jOnAdjdn/Nvfv7f8s7f/0OyasSgWmN06AR6IDpibdvhE9FXxUB0omjbRQ29IwYt8i1pSNC7QIyglZRoVZ4RQ5B+TvTi9aA0JjOiUKo9fetk46Kl2TsclQQfiUq28rVrMRis1qkZGxMZ1zKoSpTRGB0h7mNVho+dmNf0Itzo2g6TZ4LWj57FTMr03jtyFF0IxESUv3LlClbJlHNQQlVVaK3oe1BWNqtt1zCcjGh78XGdTvexebXqe5WDEc53eN+TG03b92AtxkYaV6fkE1FBKFjOyzHvIypEkQ9K0lZ102CWDk5E3KLFZUEaG50naCcCi31E43HJ+GfWmwRkDTStgEGVMhidE9KuoNHwobvfz2OPfIL/+nWv4b6P3M9sMSf6gEMJTU0HTLDC3VVGxBy0F1K9kvdCRekTeR8xwCOPnuclL34ZN519Nj/4fT/KP/u5n2E62yE4SfjgIXjyQhK42PD1WKvB9VgtnGEAXE9YJlIdhGqG7FS8j6DleiMg0/Pg8TFI79f5dJOUAYxH3nOddoUuGkJfg6nIs4p6vmC+O2egcmot0v0rKl6QRN53DUU+YmfnCtXaCJUm9x//xAO86MWfzfal+5hOF7i2o9CWwXiCsoZ2UZOZAaYqpOx2kTy3dL4jBOn1BefxIfFQzdLfQeG7nrZtqYYD2raj1AJkLrRlvDYRxsMs0LYtXSd2BEVRMJlMpN9WlJCMoYSzKgrcfSpr80z6kJPRiMevbFMOKrqmFWHYJxhPXEP4MxhFWVIOhpTVgLIseezRh7h04RFK4/nuf/T3+Y///v/k9a/5Qm69+RQP3P9BPnr/B7hw8RMoenR0WBVE/8tGtI1oE9HKo43HZhHSd5NrjEmlDJqQUPxGZ2iT4XwkGiMfoqTaEYhEYxP3U9F2Xu4+ytJ2Is1j8yI1vjVgMcZibM6iaZisb/L4+a1k6afIsoqyGqNVQVN7ymJIWQyJymJMRt872mTi0zbS28nLAVpbquGA8foGw+GY2XRBXg4gGgbVmOAzinwgckpe4T2M1zbZOHScshygyCiqoeCZshKtLXkpmmjWFKAyYtBy19RWtN+MXmGoQNZvdJ7UfUGrLJWJUqbZIqccDpIhd0bTdfTeifKI0gQyQszwThSZiRkh2iS5hGj/R4NVUn4/9vh5jh6/jr/3338TXeo5wSeT8q9VqBGWSeKvIjc2Ee405JVMsY8ePcpwOOTuu+/m5Z/3Mq5cvoDOLNbmghCJevUV0q7CE4U5kq6ZgJXXIJrV+kUJRn4W60FRgJHfyfGlu5eXORYBLQILPooRk9F4J9QoTaC0lm4xxSK+Bm958zfQ9i6t8dqPrqwzz8uV4MHe/o60OArLeDzm0sWHhVXQBwaDEeP1MW075/Klx9k4vEFeFGR5SVHlYKAPUURKs5y6ntO5FmUCm5vrImkeI76T0rUsS3QSyfTIJH175zJaa7Z3tzHGMB6PqaqK9fV1hsPhSrrdWsvO7jbbO1eoRiLvPhqNEgD76vR4bypT++DkRrFUHXoi8ZTYyUUUXTNn/bqTVOWInX0ZKa+tTbhyZZ8iz/j8l9xF9jLNt/93f4fx5nEuXLzCAw89xi/+4v/Ds265lbe/8130EYZrE0oDAWmYi/EteZltAAAIJElEQVSmISDo/ixBILQ2+L5DWcFYaaPAhJXoIkpjyBjlJTrP0OGqc1a/aOi8Yzgo6enJMKhiyXnUhCik7vFkhM1gfTKkbRb0fYfXhvHaIapRRREqlBKiNMZhoxj+Ou8pTSFI9ijlnk87BJtFrDWMN0ZEPDqzon5c5qkUmHP48GHm9YzgYuoTATrSukWScVJk2uD7WkQNvEdZTWaH0nMCTG6JSsjSRVmSmWylHkKIBAxWZ2LzpwI2UcOcb1EWgnOUVZb4oXo19fRaM/QiJOBCn8xPBCjsVLNigpRVzq133Mb5C4/x9d/wFu6990PcfvvtLOpeMPRRY7Q4tSmtUKREEhXReLTKCInAr5TGewHGaiLzxQ7/7Ve8gfe+973MZjOKcoQpRCbJG9nZK0iKK1aUSRBGCyolL2tkqg9orLw2RGyUf0ctYG75b4Qh44NMekMIGCX4xyIrV0lba42LoqD75a97FdHVfPjuD/Dhhx7GaMNP/+zbOHv2LPVsSggekAGE7DY1LkKWaZzrKW3FaDjg0UcfY7q3D+4Kjkg1HkMMKJ2xnp5Tm5LRhnB9m8Ue1YZiOBgzne2J0sjCMZvvUE+36XxguLbBop7K+xkDTRK5jSHQh57t+UI8jxf7KBW5fPH86sZXZZqmETvDpW5kORqKGEL0DNYneCUm18shhApeds89NE1HXdcrVZsnEk+Jntwtt9wSDx0/xR+8610JthGFNxANIbENbC5yzK6LjAcVg8GAvf0d9vZE1nwwqJiMh7TzKa3RK1K6XJ4RlZrTcFVzTjiASU4ngkUUNjyRPMlcZ1lBGxqsKYnB4aOUYNqK0oUykehTOWQEYrIED1trafuGKqvk+Vwk6h6UJ+DJMkMzDxhb0ruWIo+Alrux8M1ALwULpMQdZBVd7AFRGUlQVqH1mJzW9SvTHxWS6/lKjYQVzEUb+ZAqbYkqTQETjCEmwr3HQ1CYTKO8qPAuVTukhO3RVri7RFnTcv1Lr9KwVA3R8n9FBaFPuy+jk5IJmNSL8l6cn7wSPJg2IsUzHIyZzfcRrURJNiQKWx+uvodKLSVSkgFSVASN8FqTTWXTLsh1jgqRLDfiV6BF7UaYw0n7LgkhrPB3kbRD9GnQYACHVZLMgglob/Hpmg1KGDbEKCIHK74peCx4kaWPUaER7nJVZvR9iy5LrLLUEbI+4PomJU3heC/VXUDUWEh4tCwrEqzJY3SZhlJXqPdLilLef4sn9Imja2HRBDYmY7o2AcO1pswsMSkIb0/3cC4Q45QY9rm49TEG2Qb7+/s0TUPTNHLdoVC1aMBNJhOmiymFzdifz9i9ss3m5iaXdrYpc+k7m8xijejJdV2HzTPaupGetDb4pmHR1RR5yYULWzR1x6GNDbQVJZJv+54n1pN7SiQ5pdQUuO/JPo+/xjgMXH6yT+KvKQ7W+syMp8Jaz8QYj/xZD3pKlKvAfU8kIz9TQin17v9S1nuw1mdmPJ3W+pQYPBzEQRzEQXym4iDJHcRBHMQzOp4qSe5tT/YJ/DXHf0nrPVjrMzOeNmt9SgweDuIgDuIgPlPxVNnJHcRBHMRBfEbiSU9ySqkvUkrdp5T6mFLqO57s8/nLhlLqXyiltpRSH7rm2KZS6jeUUh9N3zfScaWU+sm09g8opT7ryTvzP38opa5XSv2WUuojSqkPK6W+OR1/xq1XKVUqpf5YKfX+tNa3puM3KKX+KK313yql8nS8SD9/LP3+7JN5/n+RUEoZpdT7lFK/nH5+Wq71SU1yStCUP4WY39wGfLlS6rYn85z+CuJfIjJT18Z3AG+PMd5MkopPx681/XkLYvrzdAoHfFuM8VbgxcDfS+/fM3G9S0On5wF3Al+klHoxoq34T9Nad4A3pce/CdiJMd6E6C3+2JNwzn/Z+GbgI9f8/PRc61KD68n4Al4C/No1P38n8J1P5jn9Fa3rLPCha36+DziR/n0CwQUC/HPgy/+0xz0dv4D/CHzhM329wAB4LyIKexmw6fjqegZ+DXhJ+rdNj1NP9rn/OdZ4CrlBvQL4ZYQ69LRc65Ndrv7nTG+eaXEsJvn39P1oOv6MWX8qUZ4P/BHP0PWm8u1uYAv4DeABYDcKrwo+eT2rtabf7wGH/nrP+C8VPwH8Q2BphXaIp+lan+wk94RMb57B8YxYv1JqBPwH4FtijPuf7qF/yrGnzXpjjD7GeCeyy7kLuPVPe1j6/rRdq1Lq1cBWjPE91x7+Ux76tFjrk53kHgWuv+bnU8D5J+lcPpNxUSl1AiB930rHn/brV2I4/h+Afx1j/L/T4WfsegFijLvAbyN9yHWl1JIeee16VmtNv18Dtv96z/QvHJ8DfIlS6iHg/0JK1p/gabrWJzvJ/Qlwc5ra5MCXAb/0JJ/TZyJ+Cfia9O+vQXpXy+N/J00dXwzsxU9rwv3UCiUyGD8HfCTG+OPX/OoZt16l1BEllpwoMXR6JdKU/y3gDelhn7rW5WvwBuAdMTWtnuoRY/zOGOOpGONZ5DP5jhjjV/J0XeuT3RREXL3uR/ob3/1kn89fwXp+HjHS7pE73JuQ/sTbgY+m75vpsQqZLj8AfBB44ZN9/n/OtX4uUpZ8ADEzuju9n8+49QLPBd6X1voh4HvT8XPAHwMfA/49UKTjZfr5Y+n3557sNfwF1/15wC8/ndd6wHg4iIM4iGd0PNnl6kEcxEEcxGc0DpLcQRzEQTyj4yDJHcRBHMQzOg6S3EEcxEE8o+MgyR3EQRzEMzoOktxBHMRBPKPjIMkdxEEcxDM6DpLcQRzEQTyj4/8D1mQbpY8IaUUAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "im = imageio.imread(all_jpg_paths[-1])\n",
    "plt.imshow(im);"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "all_heights, all_widths = [], []\n",
    "\n",
    "for path in all_jpg_paths:\n",
    "    im = imageio.imread(path)\n",
    "    all_heights.append(im.shape[0])\n",
    "    all_widths.append(im.shape[1])\n",
    "    \n",
    "plt.scatter(all_heights, all_widths)\n",
    "plt.xlabel('height')\n",
    "plt.ylabel('width')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Min height: 312\n",
      "Min width: 312\n"
     ]
    }
   ],
   "source": [
    "print(f'Min height: {min(all_heights)}')\n",
    "print(f'Min width: {min(all_widths)}')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "As it appears that the images not only have different resolutions but also different aspect ratios, it may not be a bad idea to do random crops during training of a deep learning model. I.e., 300x300 pixel random crops may not be a bad idea as it would also help with taking care of the aspect ratio issue. We may then use 312x312 pixel center crops for testing."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Creating Label Files"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "PyTorch has a nice utility class called [`torchvision.datasets.ImageFolder`](https://pytorch.org/docs/stable/torchvision/datasets.html#imagefolder) that may be helpful for circumventing the need for creating seperate labels files for the class labels. The downside of that is though that it doesn't conveniently allow us to make a test portion for the dataset, and also, it requires using the same dataloader. Hence, since label files in CSV are also useful in terms of sharing the partitioning, let us create label CSV files before we proceed with creating `DataLoader`s."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'1960s'"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "os.path.basename(os.path.dirname(all_jpg_paths[0]))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>paths</th>\n",
       "      <th>year</th>\n",
       "      <th>labels</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>HistoricalColor-ECCV2012/data/imgs/decade_data...</td>\n",
       "      <td>1960s</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>HistoricalColor-ECCV2012/data/imgs/decade_data...</td>\n",
       "      <td>1960s</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>HistoricalColor-ECCV2012/data/imgs/decade_data...</td>\n",
       "      <td>1960s</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>HistoricalColor-ECCV2012/data/imgs/decade_data...</td>\n",
       "      <td>1960s</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>HistoricalColor-ECCV2012/data/imgs/decade_data...</td>\n",
       "      <td>1960s</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                               paths   year  labels\n",
       "0  HistoricalColor-ECCV2012/data/imgs/decade_data...  1960s       3\n",
       "1  HistoricalColor-ECCV2012/data/imgs/decade_data...  1960s       3\n",
       "2  HistoricalColor-ECCV2012/data/imgs/decade_data...  1960s       3\n",
       "3  HistoricalColor-ECCV2012/data/imgs/decade_data...  1960s       3\n",
       "4  HistoricalColor-ECCV2012/data/imgs/decade_data...  1960s       3"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "class_label_mapping = {'1930s': 0,\n",
    "                       '1940s': 1,\n",
    "                       '1950s': 2,\n",
    "                       '1960s': 3,\n",
    "                       '1970s': 4}\n",
    "\n",
    "df = pd.DataFrame(all_jpg_paths, columns=['paths'])\n",
    "df['year'] = df['paths'].apply(lambda x: os.path.basename(os.path.dirname(x)))\n",
    "df['labels'] = df['year'].map(class_label_mapping)\n",
    "df.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Next, we are doing a stratified split that divides the dataset into 80% training data and 20% test data while preserving the class propotions."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn.model_selection import train_test_split\n",
    "\n",
    "\n",
    "df_train, df_test = \\\n",
    "        train_test_split(df, \n",
    "                         stratify=df['labels'].values, \n",
    "                         random_state=123, \n",
    "                         test_size=0.2)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Finally, we are going to save the dataset partitioning to disk:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "df_train.to_csv('HistoricalColor-train.csv', index=False)\n",
    "df_test.to_csv('HistoricalColor-test.csv', index=False)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Implementing a Custom Dataset Class"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Now, we implement a custom `Dataset` for reading the images. The `__getitem__` method will\n",
    "\n",
    "1. read a single image from disk based on an `index` (more on batching later)\n",
    "2. perform a custom image transformation (if a `transform` argument is provided in the `__init__` construtor)\n",
    "3. return a single image and it's corresponding label"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [],
   "source": [
    "class HistoricalColorDataset(Dataset):\n",
    "    \"\"\"Custom Dataset for the HistoricalColor images\"\"\"\n",
    "    \n",
    "    def __init__(self, csv_path, root_dir, transform=None):\n",
    "    \n",
    "        df = pd.read_csv(csv_path, index_col='paths')\n",
    "        self.root_dir = root_dir\n",
    "        self.csv_path = csv_path\n",
    "        self.img_paths = df.index.values\n",
    "        \n",
    "        self.y = df['labels'].values\n",
    "        self.transform = transform\n",
    "\n",
    "    def __getitem__(self, index):\n",
    "        img = Image.open(os.path.join(self.root_dir,\n",
    "                                      self.img_paths[index]))\n",
    "        \n",
    "        if self.transform is not None:\n",
    "            img = self.transform(img)\n",
    "        \n",
    "        label = self.y[index]\n",
    "        return img, label\n",
    "\n",
    "    def __len__(self):\n",
    "        return self.y.shape[0]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Now that we have created our custom Dataset class, let us add some custom transformations via the `transforms` utilities from `torchvision`, we\n",
    "\n",
    "1. normalize the images (here: dividing by 255)\n",
    "2. crop the images\n",
    "3. convert the image arrays into PyTorch tensors\n",
    "\n",
    "\n",
    "Finally, we initialize a `DataLoader` that allows us to read from the dataset."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Note that transforms.ToTensor()\n",
    "# already divides pixels by 255. internally\n",
    "\n",
    "custom_transform_train = transforms.Compose([#transforms.Grayscale(),                                       \n",
    "                                             #transforms.Lambda(lambda x: x/255.),\n",
    "                                             transforms.RandomCrop((312, 312)),\n",
    "                                             transforms.ToTensor()])\n",
    "\n",
    "custom_transform_test = transforms.Compose([#transforms.Grayscale(),                                       \n",
    "                                            #transforms.Lambda(lambda x: x/255.),\n",
    "                                            transforms.CenterCrop((312, 312)),\n",
    "                                            transforms.ToTensor()])\n",
    "\n",
    "train_dataset = HistoricalColorDataset(csv_path='HistoricalColor-train.csv',\n",
    "                                       root_dir='.',\n",
    "                                       transform=custom_transform_train)\n",
    "\n",
    "test_dataset = HistoricalColorDataset(csv_path='HistoricalColor-test.csv',\n",
    "                                      root_dir='.',\n",
    "                                      transform=custom_transform_test)\n",
    "\n",
    "BATCH_SIZE=128\n",
    "\n",
    "\n",
    "train_loader = DataLoader(dataset=train_dataset,\n",
    "                          batch_size=BATCH_SIZE,\n",
    "                          shuffle=True,\n",
    "                          num_workers=4)\n",
    "\n",
    "test_loader = DataLoader(dataset=test_dataset,\n",
    "                         batch_size=BATCH_SIZE,\n",
    "                         shuffle=False,\n",
    "                         num_workers=4)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "That's it, now we can iterate over an epoch using the train_loader as an iterator and use the features and labels from the training dataset for model training:"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Iterating Through the Custom Dataset"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch: 1 | Batch index: 0 | Batch size: 128\n",
      "Epoch: 2 | Batch index: 0 | Batch size: 128\n"
     ]
    }
   ],
   "source": [
    "device = torch.device(\"cuda:0\" if torch.cuda.is_available() else \"cpu\")\n",
    "torch.manual_seed(0)\n",
    "\n",
    "num_epochs = 2\n",
    "for epoch in range(num_epochs):\n",
    "\n",
    "    for batch_idx, (x, y) in enumerate(train_loader):\n",
    "        \n",
    "        print('Epoch:', epoch+1, end='')\n",
    "        print(' | Batch index:', batch_idx, end='')\n",
    "        print(' | Batch size:', y.size()[0])\n",
    "        \n",
    "        x = x.to(device)\n",
    "        y = y.to(device)\n",
    "        break"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Just to make sure that the batches are being loaded correctly, let's print out the dimensions of the last batch:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "torch.Size([128, 3, 312, 312])"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "x.shape"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "As we can see, each batch consists of 128 images, just as specified. However, one thing to keep in mind though is that\n",
    "PyTorch uses a different image layout (which is more efficient when working with CUDA); here, the image axes are \"num_images x channels x height x width\" (NCHW) instead of \"num_images height x width x channels\" (NHWC):"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "To visually check that the images that coming of the data loader are intact, let's swap the axes to NHWC and convert an image from a Torch Tensor to a NumPy array so that we can visualize the image via `imshow`:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "torch.Size([312, 312, 3])"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "one_image = x[0].permute(1, 2, 0)\n",
    "one_image.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# note that imshow also works fine with scaled\n",
    "# images in [0, 1] range.\n",
    "plt.imshow(one_image.to(torch.device('cpu')));"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "numpy       1.16.2\n",
      "PIL.Image   5.4.1\n",
      "imageio     2.5.0\n",
      "scipy       1.2.1\n",
      "torchvision 0.2.3a0+ccbb322\n",
      "matplotlib  3.0.3\n",
      "torch       1.1.0\n",
      "pandas      0.24.2\n",
      "\n"
     ]
    }
   ],
   "source": [
    "%watermark -iv"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.1"
  },
  "toc": {
   "nav_menu": {},
   "number_sections": true,
   "sideBar": true,
   "skip_h1_title": false,
   "title_cell": "Table of Contents",
   "title_sidebar": "Contents",
   "toc_cell": false,
   "toc_position": {},
   "toc_section_display": true,
   "toc_window_display": false
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
